> ## Documentation Index
> Fetch the complete documentation index at: https://docs.akta.pro/llms.txt
> Use this file to discover all available pages before exploring further.

# Company Data Dictionary

> Reference schema for every field returned across Akta company data sections

akta.pro company data is organized into **15 Level-1 (L1) sections** — the same sections you select via Company Data API `(sections=[...])`. Each L1 section groups a set of **Level-2 (L2) fields**. Expand a section below to see its fields and types, then view sample output from real companies.

## Sections

<AccordionGroup>
  <Accordion title="Firmographic (11 fields) ">
    `firmographic` Core identity, structure, location, and classification for the company.

    | **Field**                   | **Type**             | **Description**                                                                                      |
    | :-------------------------- | :------------------- | :--------------------------------------------------------------------------------------------------- |
    | `name`                      | string               | Commonly used display name of the company.                                                           |
    | `legal_name`                | string               | Registered legal entity name.                                                                        |
    | `website`                   | url                  | Primary company domain.                                                                              |
    | `company_type`              | enum                 | Ownership/legal structure classification (e.g., Private, Public, Subsidiary, Nonprofit, Government). |
    | `founded_year`              | integer              | Year the company was founded.                                                                        |
    | `company_description`       | string               | Long-form narrative description of the company, products, and business model.                        |
    | `company_description_short` | string               | Short one-to-two sentence summary description of the company.                                        |
    | `operating_status`          | object (code, label) | Current operating status of the company (e.g., Operating, Acquired, Shut Down).                      |
    | `ownership_category`        | object (code, label) | Ownership classification (e.g., Venture Growth Investor Backed, Bootstrapped, Public).               |
    | `headcount_range`           | string               | Employee headcount range bucket (e.g., 1001-5000).                                                   |
    | `website_screenshot`        | url                  | URL to a screenshot image of the company website.                                                    |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "name": "Ramp",
              "legal_name": "Ramp",
              "website": "ramp.com",
              "company_type": "Private",
              "founded_year": 2019,
              "company_description": "Ramp is a financial technology company that develops an all-in-one corporate spend management platform combining corporate cards, expense management, accounts payable, travel booking, procurement, and accounting automation into a single unified system. The platform is built around AI agents trained on transaction patterns from 70,000+ customer businesses — including a Policy Agent that reviews 100% of expenses, four AP agents handling auto-coding (99% OCR accuracy), fraud prevention, approval routing, and payment, and a procurement agent fleet for vendor sourcing and contract review. Native integrations with QuickBooks, Xero, NetSuite, Sage Intacct, Workday, and Oracle enable bidirectional ERP sync. Additional products include Ramp Banking (FDIC-insured), Ramp Investment Account (automated fixed-income via Moment), AI Token Spend Management, Stablecoin Accounts (USDC/USDT via Privy/Bridge/Stripe), and Ramp Stack — an AI operating system for accounting firms. The platform processes over $200 billion in annualized purchase volume.\n\nThe company operates a freemium model: a free tier monetized through interchange fees on card transactions (with up to 5% cashback), a Plus tier at $15/user/month with a 20% annual discount unlocking AI-driven expense reviews and advanced AP, and custom-priced Enterprise tier with Workday/Oracle integrations and local currency card issuance in 40+ countries. GTM combines product-led self-serve acquisition, direct enterprise sales, and channel distribution via TD SYNNEX. Customer segments span SMBs and mid-market (primary) up to large enterprises including Visa, Uber, Shopify, Figma, Notion, and Quora.\n\nRamp is headquartered in New York and was founded in 2019. The company employs 1,001-5,000 people, serves 70,000+ businesses across 180+ countries, reports over $1 billion in annualized revenue with positive free cash flow, and reached a $44 billion valuation in June 2026 following a $750 million Series F led by ICONIQ, GIC, and Ontario Teachers' Pension Plan. The company has expanded internationally via its Billhop acquisition (London, Stockholm) and continues to release AI-native products targeting new verticals including accounting firms and AI-heavy enterprises.",
              "company_description_short": "Ramp is a financial technology company that provides an AI-powered all-in-one corporate spend management platform combining cards, expenses, accounts payable, travel, procurement, and accounting automation. It serves 70,000+ businesses from SMBs to enterprises including Visa, Shopify, and Notion.",
              "operating_status": {
                "code": "operating",
                "label": "Operating"
              },
              "ownership_category": {
                "code": "venture_growth_investor_backed",
                "label": "Venture Growth Investor Backed"
              },
              "headcount_range": "1001-5000",
              "logo_url": "https://host.wokelo.ai/logos/00/00/0p/f5ec9938-1383-5e75-b8a1-0c7ed47fd157.png"
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "name": "n8n",
              "legal_name": "n8n",
              "website": "n8n.io",
              "company_type": "Private",
              "founded_year": 2019,
              "company_description": "n8n is a Berlin-based AI workflow automation platform founded in 2019 by Jan Oberhauser. The company provides a visual node-based workflow editor that combines drag-and-drop automation with JavaScript/Python code nodes, 1,903 integrations, and AI-native capabilities including multi-agent systems, RAG pipelines, and Model Context Protocol (MCP) interoperability. Its product serves technical teams building AI agents, IT operations and SecOps groups automating helpdesk, incident response, and SOAR workflows, and large enterprises operating across SAP, automotive, telecommunications, software, and retail verticals.\n\nThe platform operates on a freemium-to-enterprise model anchored by a free self-hosted fair-code version, tiered cloud subscriptions with execution-based pricing (one execution equals one full workflow run regardless of step count), and an enterprise tier offering SSO/SAML, LDAP, RBAC, SOC 2 Type II, GDPR compliance, and dedicated support. Go-to-market combines product-led growth through GitHub (194,000+ stars), Discord, and a 10,000+ template library with enterprise field sales and strategic OEM and channel partnerships. Distribution is augmented by embedded OEM integration into SAP's Joule Studio, a certified partnership with Deutsche Telekom for the European mid-market, and NVIDIA's strategic backing. The company reports 1,400+ enterprise customers, 1.7M+ monthly active developers, 200,000+ community members, and a $5.2 billion valuation as of May 2026, with cumulative funding of approximately $240 million across Series C (October 2025, $180M) and a SAP strategic minority investment (May 2026, €60M).",
              "company_description_short": "n8n is a Berlin-based AI workflow automation platform founded in 2019, offering a visual node-based editor with 1,903 integrations, AI agent and RAG builders, and self-hosted or cloud deployment. It serves technical teams, IT/SecOps groups, and enterprises such as SAP, Mercedes-Benz, and Deutsche Telekom across 1,400+ enterprise accounts.",
              "operating_status": {
                "code": "operating",
                "label": "Operating"
              },
              "ownership_category": {
                "code": "venture_growth_investor_backed",
                "label": "Venture Growth Investor Backed"
              },
              "headcount_range": "101-250"
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Location (3 fields)">
    `location` Headquarters, served markets, and office locations.

    | **Field**       | **Type**                                                    | **Description**                                                                          |
    | :-------------- | :---------------------------------------------------------- | :--------------------------------------------------------------------------------------- |
    | `hq`            | object (city, country, region)                              | Headquarters location of the company.                                                    |
    | `market_served` | object (is\_global, ...)                                    | Indicates whether the company serves a global market and related market-served metadata. |
    | `offices`       | array of objects (city, country, type, description, source) | List of company office locations and their type (e.g., Headquarters).                    |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "hq": {
                "city": "New York",
                "country": "USA",
                "region": "North America"
              },
              "market_served": {
                "is_global": true
              },
              "offices": [
                {
                  "city": "New York",
                  "country": "USA",
                  "description": "Ramp is headquartered in New York. Multiple sources confirm the company's NYC base including Series F announcement coverage and funding reports.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-acquires-billhop-to-expand-access-for-uk-and-european-customers-302712928.html"
                  ],
                  "type": {
                    "code": "headquarters",
                    "label": "Headquarters"
                  }
                },
                {
                  "city": "London",
                  "country": "GBR",
                  "description": "First international office opening in London as part of European expansion following Billhop acquisition. UK Chancellor Rachel Reeves welcomed the investment as evidence of UK's strength as a destination for fast-growing global businesses.",
                  "source": [
                    "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                  ],
                  "type": {
                    "code": "regional_hq",
                    "label": "Regional Hq"
                  }
                },
                {
                  "city": "Stockholm",
                  "country": "SWE",
                  "description": "First international office opening in Stockholm following acquisition of Billhop, a Stockholm-headquartered payments platform. Ramp plans to more than double its UK headcount within the next 12 months.",
                  "source": [
                    "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                  ],
                  "type": {
                    "code": "regional_hq",
                    "label": "Regional Hq"
                  }
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "hq": {
                "city": "Berlin",
                "country": "DEU",
                "region": "Europe"
              },
              "market_served": {
                "is_global": false,
                "markets": [
                  {
                    "country": "DEU",
                    "region": "Europe",
                    "source": [
                      "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                    ]
                  },
                  {
                    "country": "DEU",
                    "region": "EMEA",
                    "source": [
                      "https://n8n.io/itops/"
                    ]
                  }
                ]
              },
              "offices": [
                {
                  "city": "Berlin",
                  "country": "DEU",
                  "description": "Berlin-based headquarters. Named as most valuable German AI company at €5.2 billion valuation.",
                  "source": [
                    "https://www.tradingview.com/news/eqs:45cf7a3e8094b:0-n8n-valuation-doubles-to-5-2bn-as-sap-makes-strategic-investment-and-plans-to-embed-the-ai-platform-into-joule-studio/"
                  ],
                  "type": {
                    "code": "headquarters",
                    "label": "Headquarters"
                  }
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Company Hierarchy (1 fields)">
    `company_hierarchy` Ownership structure, subsidiaries, and corporate relationships.

    | **Field**      | **Type**                                                                         | **Description**                                                                                    |
    | :------------- | :------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------- |
    | `subsidiaries` | array of objects (name, business\_focus, acquired\_on, relationship\_type, type) | Subsidiary brands/entities owned by the company, including acquisition date and relationship type. |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "subsidiaries": [
                {
                  "acquired_on": {
                    "day": 16,
                    "month": 3,
                    "year": 2026
                  },
                  "business_focus": "B2B payments platform licensed in UK and Sweden, serving UK and EU markets",
                  "name": "Billhop",
                  "relationship_type": {
                    "code": "wholly_owned",
                    "label": "Wholly Owned"
                  },
                  "type": {
                    "code": "acquired_brand_retained",
                    "label": "Acquired Brand Retained"
                  }
                },
                {
                  "acquired_on": {
                    "day": 16,
                    "month": 3,
                    "year": 2026
                  },
                  "business_focus": "Guest travel platform for non-employee travelers including candidates, contractors, and customers",
                  "name": "Juno",
                  "relationship_type": {
                    "code": "wholly_owned",
                    "label": "Wholly Owned"
                  },
                  "type": {
                    "code": "acquired_brand_retained",
                    "label": "Acquired Brand Retained"
                  }
                },
                {
                  "acquired_on": {
                    "day": 7,
                    "month": 5,
                    "year": 2026
                  },
                  "business_focus": "Open-source business management platform with time tracking, invoicing, and financial insights",
                  "name": "Midday",
                  "relationship_type": {
                    "code": "wholly_owned",
                    "label": "Wholly Owned"
                  },
                  "type": {
                    "code": "acquired_brand_retained",
                    "label": "Acquired Brand Retained"
                  }
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Product Offering (8 fields)">
    `product_offering` Product suite, core offering, differentiators, and value proposition.

    | **Field**              | **Type**                                                                | **Description**                                                     |
    | :--------------------- | :---------------------------------------------------------------------- | :------------------------------------------------------------------ |
    | `brand`                | array of objects (name, description, source)                            | Sub-brands or acquired product brands offered by the company.       |
    | `core_offering`        | string                                                                  | Concise description of the company's core product/service offering. |
    | `differentiator`       | string                                                                  | What differentiates the company's offering from competitors.        |
    | `functional_benefit`   | string                                                                  | Functional benefits delivered to customers by the product.          |
    | `problem_solved`       | string                                                                  | The core problem(s) the product/service addresses for customers.    |
    | `quantifiable_outcome` | array of strings                                                        | Quantifiable outcomes or statistics demonstrating product impact.   |
    | `product_overview`     | string                                                                  | Detailed overview of the full product portfolio and capabilities.   |
    | `product_and_service`  | array of objects (name, category, description, source, url, image\_url) | Individual products and services offered, with category and links.  |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "brand": [
                {
                  "description": "AI-powered accounting platform for CPA firms, automating monthly close, cash reconciliation, and journal entries",
                  "name": "Ramp Stack"
                },
                {
                  "description": "AI-powered autonomous transaction review, policy enforcement, and fraud detection across all spend",
                  "name": "Ramp Intelligence"
                },
                {
                  "description": "FDIC-insured business account with no minimum balance, free Same-Day ACH, and investment account option",
                  "name": "Ramp Banking"
                },
                {
                  "description": "Service unit embedding engineers within customer organizations to build bespoke AI systems for finance teams",
                  "name": "Applied AI Solutions",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-applied-ai-solutions-helping-enterprises-deploy-ai-agents-across-finance-operations-302796179.html"
                  ]
                },
                {
                  "description": "Research platform tracking AI adoption and spending patterns across business customers",
                  "name": "Ramp AI Index",
                  "source": [
                    "https://www.bitget.com/amp/news/detail/12560605446143"
                  ]
                },
                {
                  "description": "AI-powered procurement platform with agents for vendor sourcing, compliance checks, and contract management",
                  "name": "Ramp Procurement",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-fleet-of-ai-agents-across-its-procurement-platform-302756657.html"
                  ]
                },
                {
                  "description": "Product for tracking and managing AI token-based spending across Anthropic, OpenAI, Gemini, and other providers",
                  "name": "Token Spend Management",
                  "source": [
                    "https://economictimes.indiatimes.com/tech/funding/fintech-firm-ramps-valuation-surges-to-44-billion-on-ai-driven-growth/articleshow/131507823.cms"
                  ]
                }
              ],
              "core_offering": "Ramp is an all-in-one corporate spend management platform that combines unlimited corporate cards, expense management, accounts payable, travel booking, procurement, and accounting automation into a single unified system with AI-powered automation. The platform serves over 70,000 businesses with a freemium core tier monetized through interchange fees on card transactions, plus paid Plus and Enterprise subscription tiers unlocking advanced AI workflows.",
              "differentiator": "Ramp differentiates as the only unified all-in-one spend management platform combining corporate cards, expense management, accounts payable, travel, procurement, AND accounting automation in a single system. Key differentiators include: (1) Free core tier funded by interchange - no cost to basic users; (2) AI-first approach with four AI agents in AP alone and autonomous policy enforcement; (3) Implementation speed - full deployment in 30 days vs. months for legacy providers; (4) No personal credit checks or guarantees required; (5) Proprietary transaction intelligence from 70,000+ customers enabling benchmark data; (6) Ramp's expense agent system cited in Harvard Business Review as leading example of agentic AI deployment.",
              "functional_benefit": "Time savings: 8VC saved 325 hours/month; ABB Optical Group cut audit from 2 months to 1-2 days; Gills Onions closed month-end 20 days faster. Cost savings: Median customer saves 5% and grows revenue by 16%; Heyday saved 3-5% total spend; Advisor360 achieved $80K+ savings. Automation: 90% of transactions auto-coded; 75% faster book close; 3x more efficient intake-to-pay; 7x fewer clicks vs. Bill.com for AP processing.",
              "problem_solved": "Fragmented spend management requiring multiple point solutions (corporate cards from Brex, expense software from Expensify, AP from Bill.com, travel from Concur/Navan, procurement from Coupa). Manual, time-consuming financial workflows including expense reporting, invoice processing, month-end close, and vendor management. Lack of real-time spend visibility and policy enforcement at point of transaction. Inability to track and control emerging AI token costs. CFO challenges managing AI spending that is doubling month-over-month without appropriate tools.",
              "quantifiable_outcome": [
                "Customers save 27M+ hours collectively; close books 75% faster; run intake-to-pay 3x more efficiently",
                "Median customer saves 5% and grows revenue by 16%",
                "8VC saved 325 hours per month company-wide",
                "ABB Optical Group reduced audit timelines from 2 months to 1-2 days",
                "Poshmark achieved free cash flow goals in 7 months instead of 12; 50% faster month-end close",
                "Advisor360 saved $80K+ through cashback and software consolidation; 4x ROI in under a year",
                "Full implementation in 30 days vs. months for legacy providers; ERP connects in 5 minutes",
                "Enterprise customer base grew 133% year over year in 2025",
                "Purchase volume grew ~170% year-over-year in March 2026",
                "Ramp paid out $6.5M in cashback to customers in 2025",
                "AI token spend rose 13-fold among customer base since January 2025"
              ],
              "product_overview": "Ramp is an all-in-one spend management platform that combines corporate cards, expense management, accounts payable, travel, procurement, and accounting automation into a single unified system. The core platform includes Corporate Cards, Expense Management, Accounts Payable, Travel, Procurement, Ramp Intelligence, Accounting Automation, and Ramp Banking. Additional modules include the AI-powered Ramp Stack for accounting firms, Applied AI Solutions for enterprise AI deployment, AI Token Spend Management for tracking AI provider costs, and the Ramp Investment Account for automated fixed-income portfolio management. Ramp serves 70,000+ businesses across various sizes, offering a Free tier, Plus tier ($15/user/month), and Enterprise tier with custom pricing. Recent acquisitions include Billhop (UK/EU payments), Juno (guest travel), and Midday (open-source business management). The platform integrates natively with major ERP systems including QuickBooks Online, Xero, NetSuite, Sage Intacct, Workday, and Oracle, and processing $200 billion in annualized purchase volume.",
              "product_and_service": [
                {
                  "name": "Ramp Corporate Cards"
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "core_offering": "n8n is a workflow automation platform that lets technical teams visually build, run and monitor AI-powered automations across 1,900+ business tools. It combines a drag-and-drop node-based editor with JavaScript/Python code nodes, native AI agent and RAG builders, and LangChain/MCP interoperability, deployable either as a managed cloud service or as a self-hosted installation under a fair-code license.",
              "differentiator": "Open-source (fair-code license) with full source code access on GitHub. Visual workflow builder combined with JavaScript/Python code nodes. 1,900+ integrations. Self-hosting capability for data sovereignty. Human-in-the-loop AI controls with evaluations and monitoring. Execution-based pricing (not per-task). MCP (Model Context Protocol) support for AI platform interoperability. SOC 2 and GDPR compliant.",
              "functional_benefit": "Build complex AI agents and automations without coding or with custom code. Connect any LLM, vector store, or business tool. Self-host for data control or use cloud. Monitor every AI decision with audit trails. Scale to 220+ executions per second. Human approval checkpoints for AI actions.",
              "problem_solved": "Automating repetitive business workflows without coding limitations; connecting AI models to business systems with control and visibility; enabling technical teams to build complex automations while allowing non-developers to use them; self-hosting AI workflows for data sovereignty; reducing costs of workflow automation at scale",
              "quantifiable_outcome": [
                "Vodafone saved £2.2 million using n8n for threat intelligence automation",
                "Stepstone sped up data source integration by 25X (2 weeks of work in 2 hours)",
                "Huel saved 1,000 hours of manual work annually",
                "Mercedes-Benz engaged 1,500+ employees in hackathon to surface AI automation use cases",
                "SanctifAI built first n8n workflow in 2 hours, 3X faster than Python LangChain implementation",
                "Mid-size e-commerce company pays ~$50/month on n8n vs $400+/month on Zapier for comparable workflows"
              ],
              "product_overview": "n8n is an AI workflow automation platform built on a visual node-based editor that enables users to build complex automations combining AI agents, integrations, and custom code. The core platform includes a drag-and-drop visual workflow builder, an AI Agent builder for autonomous multi-agent systems, RAG (Retrieval-Augmented Generation) capabilities for knowledge retrieval, and an AI Workflow Builder for natural language workflow creation. The platform offers both cloud-hosted and self-hosted deployment options, with enterprise features including SSO/SAML, LDAP, RBAC, encrypted secret stores, and SOC 2 compliance. With 1,903 integrations and 10,000+ community templates, n8n targets technical teams seeking control over AI automation with the flexibility to code when needed.",
              "product_and_service": [
                {
                  "name": "n8n Platform",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "url": "https://n8n.io/"
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Industry (5 fields)">
    `industry` Industry classification, keywords, and standard codes.

    | **Field**          | **Type**                                    | **Description**                                                   |
    | :----------------- | :------------------------------------------ | :---------------------------------------------------------------- |
    | `keyword`          | array of strings                            | Descriptive keywords/tags associated with the company's industry. |
    | `industry`         | array of objects (code, label, is\_primary) | Proprietary industry classification codes and labels.             |
    | `naics`            | array of objects (code, label)              | NAICS industry classification codes.                              |
    | `sic`              | array of objects (code, label)              | SIC industry classification codes.                                |
    | `product_category` | string                                      | High-level product category classification.                       |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "keyword": [
                "corporate spend management",
                "expense management software",
                "accounts payable automation",
                "financial operations platform",
                "corporate cards"
              ],
              "industry": [
                {
                  "code": "FSAGABAE",
                  "is_primary": true,
                  "label": "Merchant-of-Record (MoR) & Payment Facilitation (PayFac) Infrastructure"
                },
                {
                  "code": "HDAEANAA",
                  "is_primary": false,
                  "label": "End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management)"
                }
              ],
              "naics": [
                {
                  "code": "5223",
                  "label": "Activities Related to Credit Intermediation"
                }
              ],
              "sic": [
                {
                  "code": "7372",
                  "label": "SERVICES-PREPACKAGED SOFTWARE"
                }
              ],
              "product_category": "Corporate Spend Management Software"
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "keyword": [
                "workflow automation platform",
                "AI agent builder",
                "visual workflow editor",
                "RAG system builder",
                "enterprise integration platform"
              ],
              "industry": [
                {
                  "code": "HDABABAF",
                  "is_primary": true,
                  "label": "Infrastructure Automation & Configuration Management (IaC)"
                }
              ],
              "naics": [
                {
                  "code": "541511",
                  "label": "Custom Computer Programming Services"
                },
                {
                  "code": "54151",
                  "label": "Computer Systems Design and Related Services"
                },
                {
                  "code": "51821",
                  "label": "Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services"
                }
              ],
              "sic": [
                {
                  "code": "7372",
                  "label": "SERVICES-PREPACKAGED SOFTWARE"
                },
                {
                  "code": "7373",
                  "label": "SERVICES-COMPUTER INTEGRATED SYSTEMS DESIGN"
                }
              ],
              "product_category": "Workflow Automation Software"
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Financial Estimate (2 fields)">
    `financial_estimate` Estimated revenue and valuation ranges.

    | **Field**            | **Type**             | **Description**                                          |
    | :------------------- | :------------------- | :------------------------------------------------------- |
    | `revenue_estimate`   | object (code, label) | Estimated revenue of the company range bracket.          |
    | `valuation_estimate` | object (code, label) | Estimated company valuation range bucket (e.g., \$25B+). |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "revenue_estimate": {
                "code": "1B-5B",
                "label": "$1B-$5B"
              },
              "valuation_estimate": {
                "code": "OVER-25B",
                "label": "$25B+"
              }
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "revenue_estimate": {
                "code": "25M-50M",
                "label": "$25M-$50M"
              },
              "valuation_estimate": {
                "code": "5B-10B",
                "label": "$5B-$10B"
              }
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Funding Detail (3 fields)">
    `funding_detail `Funding history, individual rounds, and investor base.

    | **Field**          | **Type**                                                                                                  | **Description**                                                          |
    | :----------------- | :-------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------- |
    | `funding_overview` | object (funding\_stage, last\_funding\_date, total\_funding)                                              | Summary of the company's overall funding stage and total capital raised. |
    | `funding_rounds`   | array of objects (round, amount\_usd, date, pre\_money\_valuation, investors, total\_investors, id, news) | Individual funding/financing rounds with amounts, dates, and investors.  |
    | `investors`        | array of objects (name, type, uuid, website, date\_of\_entry, rounds\_participated)                       | List of investors and the rounds they participated in.                   |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "funding_overview": {
                "funding_stage": {
                  "code": "series_f",
                  "label": "Series F"
                },
                "last_funding_date": {
                  "day": 4,
                  "month": 6,
                  "year": 2026
                },
                "total_funding_usd": 3717000000
              },
              "funding_rounds": [
                {
                  "amount_usd": 750000000,
                  "date": {
                    "day": 4,
                    "month": 6,
                    "year": 2026
                  },
                  "id": 14730742,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "137 Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00003ek"
                    },
                    {
                      "lead_investor": false,
                      "name": "1789 Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000qo"
                    },
                    {
                      "lead_investor": false,
                      "name": "8VC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000009g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Alpha Wave Global",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000034v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Avenir",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0002a2b"
                    },
                    {
                      "lead_investor": false,
                      "name": "BoxGroup",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000lx"
                    },
                    {
                      "lead_investor": false,
                      "name": "BroadLight Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00003bf"
                    },
                    {
                      "lead_investor": false,
                      "name": "Coatue",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000fs"
                    },
                    {
                      "lead_investor": false,
                      "name": "D1 Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003q2g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Definition",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0004osx"
                    },
                    {
                      "lead_investor": false,
                      "name": "D. E. Shaw & Co.",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000355"
                    },
                    {
                      "lead_investor": false,
                      "name": "Founders Fund",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000g6"
                    },
                    {
                      "lead_investor": false,
                      "name": "General Catalyst",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000000r"
                    },
                    {
                      "lead_investor": false,
                      "name": "Generation Investment Management",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002qs"
                    },
                    {
                      "lead_investor": true,
                      "name": "GIC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000681"
                    },
                    {
                      "lead_investor": false,
                      "name": "Goldman Sachs Alternatives",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0002qyj"
                    },
                    {
                      "lead_investor": true,
                      "name": "ICONIQ Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000033r"
                    },
                    {
                      "lead_investor": false,
                      "name": "Insight Venture Management, LLC.",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000037"
                    },
                    {
                      "lead_investor": false,
                      "name": "Khosla Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000002v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Lightspeed Venture Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003d"
                    },
                    {
                      "lead_investor": false,
                      "name": "Morgan Stanley Investment Management",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00009jd"
                    },
                    {
                      "lead_investor": true,
                      "name": "Ontario Teachers' Pension Plan",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00005np"
                    },
                    {
                      "lead_investor": false,
                      "name": "Pinegrove Venture Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0099e48"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sands Capital Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00006bq"
                    },
                    {
                      "lead_investor": false,
                      "name": "Stripes",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003lur"
                    },
                    {
                      "lead_investor": false,
                      "name": "Thrive Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000c3"
                    },
                    {
                      "lead_investor": false,
                      "name": "T. Rowe Price",
                      "type": {
                        "code": "public",
                        "label": "Public"
                      },
                      "uuid": "00006tx"
                    }
                  ],
                  "pre_money_valuation": 43250000000,
                  "round": {
                    "code": "Series F",
                    "label": "Series F"
                  },
                  "total_investors": 27
                },
                {
                  "amount_usd": 300000000,
                  "date": {
                    "day": 17,
                    "month": 11,
                    "year": 2025
                  },
                  "id": 745209,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "137 Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00003ek"
                    },
                    {
                      "lead_investor": false,
                      "name": "1789 Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000qo"
                    },
                    {
                      "lead_investor": false,
                      "name": "8VC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000009g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Alpha Wave Global",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000034v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Anti Fund",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000x5p"
                    },
                    {
                      "lead_investor": false,
                      "name": "Avenir",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0002a2b"
                    },
                    {
                      "lead_investor": false,
                      "name": "Bessemer Venture Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003h"
                    },
                    {
                      "lead_investor": false,
                      "name": "BoxGroup",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000lx"
                    },
                    {
                      "lead_investor": false,
                      "name": "Coatue",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000fs"
                    },
                    {
                      "lead_investor": false,
                      "name": "Coral Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00004oh"
                    },
                    {
                      "lead_investor": false,
                      "name": "D1 Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003q2g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Definition",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0004osx"
                    },
                    {
                      "lead_investor": false,
                      "name": "Emerson Collective",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000dft"
                    },
                    {
                      "lead_investor": false,
                      "name": "Epicenter Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "003vjou"
                    },
                    {
                      "lead_investor": false,
                      "name": "Founders Fund",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000g6"
                    },
                    {
                      "lead_investor": false,
                      "name": "General Catalyst",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000000r"
                    },
                    {
                      "lead_investor": false,
                      "name": "GIC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000681"
                    },
                    {
                      "lead_investor": false,
                      "name": "Glade Brook Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002kf"
                    },
                    {
                      "lead_investor": false,
                      "name": "ICONIQ Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000033r"
                    },
                    {
                      "lead_investor": false,
                      "name": "Khosla Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000002v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Kultura Capital Management",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00077i5"
                    },
                    {
                      "lead_investor": true,
                      "name": "Lightspeed Venture Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003d"
                    },
                    {
                      "lead_investor": false,
                      "name": "Lux Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000a3"
                    },
                    {
                      "lead_investor": false,
                      "name": "Pinegrove Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000msf"
                    },
                    {
                      "lead_investor": false,
                      "name": "Robinhood Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "003t2hb"
                    },
                    {
                      "lead_investor": false,
                      "name": "Soma Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000443d"
                    },
                    {
                      "lead_investor": false,
                      "name": "Stripes",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003lur"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sutter Hill Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000ejh"
                    },
                    {
                      "lead_investor": false,
                      "name": "Thrive Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000c3"
                    },
                    {
                      "lead_investor": false,
                      "name": "T. Rowe Price",
                      "type": {
                        "code": "public",
                        "label": "Public"
                      },
                      "uuid": "00006tx"
                    }
                  ],
                  "news": [
                    {
                      "publisher": "frenchweb",
                      "title": "Ramp, a New York-based fintech, has achieved a valuation of $32 billion after raising an additional $300 million in funding. The company, which specializes in corporate spend management and automation through autonomous agents, now serves over 50,000 clients including major enterprise users like Figma.",
                      "url": "https://www.frenchweb.fr/connaissez-vous-ramp-la-fintech-americaine-qui-redefinit-le-spend-management-grace-aux-agents-ia/458709"
                    }
                  ],
                  "pre_money_valuation": 31700000000,
                  "round": {
                    "code": "Series Unknown",
                    "label": "Series Unknown"
                  },
                  "total_investors": 30
                },
                {
                  "amount_usd": 500000000,
                  "date": {
                    "day": 30,
                    "month": 7,
                    "year": 2025
                  },
                  "id": 1813,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "137 Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00003ek"
                    },
                    {
                      "lead_investor": false,
                      "name": "8VC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000009g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Altimeter Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000032l"
                    },
                    {
                      "lead_investor": false,
                      "name": "Avenir",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0002a2b"
                    },
                    {
                      "lead_investor": false,
                      "name": "Citi",
                      "type": {
                        "code": "public",
                        "label": "Public"
                      },
                      "uuid": "000002a"
                    },
                    {
                      "lead_investor": false,
                      "name": "Coatue",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000fs"
                    },
                    {
                      "lead_investor": false,
                      "name": "D1 Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003q2g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Definition",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0004osx"
                    },
                    {
                      "lead_investor": false,
                      "name": "Emerson Collective",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000dft"
                    },
                    {
                      "lead_investor": false,
                      "name": "Founders Fund",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000g6"
                    },
                    {
                      "lead_investor": false,
                      "name": "General Catalyst",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000000r"
                    },
                    {
                      "lead_investor": false,
                      "name": "GIC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000681"
                    },
                    {
                      "lead_investor": false,
                      "name": "Google Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00005yr"
                    },
                    {
                      "lead_investor": true,
                      "name": "ICONIQ Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000033r"
                    },
                    {
                      "lead_investor": false,
                      "name": "Khosla Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000002v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Lightspeed Venture Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003d"
                    },
                    {
                      "lead_investor": false,
                      "name": "Lux Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000a3"
                    },
                    {
                      "lead_investor": false,
                      "name": "Operator Collective",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00006pb"
                    },
                    {
                      "lead_investor": false,
                      "name": "Pinegrove Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000msf"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sands Capital Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00006bq"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    },
                    {
                      "lead_investor": false,
                      "name": "Stripe",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000031"
                    },
                    {
                      "lead_investor": false,
                      "name": "Stripes",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003lur"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sutter Hill Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000ejh"
                    },
                    {
                      "lead_investor": false,
                      "name": "Thrive Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000c3"
                    },
                    {
                      "lead_investor": false,
                      "name": "T. Rowe Price",
                      "type": {
                        "code": "public",
                        "label": "Public"
                      },
                      "uuid": "00006tx"
                    }
                  ],
                  "pre_money_valuation": 22000000000,
                  "round": {
                    "code": "Series E",
                    "label": "Series E"
                  },
                  "total_investors": 26
                },
                {
                  "amount_usd": 150000000,
                  "date": {
                    "day": 17,
                    "month": 4,
                    "year": 2024
                  },
                  "id": 286165,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "8VC",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000009g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Contrary",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000lq"
                    },
                    {
                      "lead_investor": false,
                      "name": "D1 Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0003q2g"
                    },
                    {
                      "lead_investor": false,
                      "name": "Definition",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0004osx"
                    },
                    {
                      "lead_investor": true,
                      "name": "Founders Fund",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000g6"
                    },
                    {
                      "lead_investor": false,
                      "name": "General Catalyst",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000000r"
                    },
                    {
                      "lead_investor": false,
                      "name": "Greylock",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000042p"
                    },
                    {
                      "lead_investor": false,
                      "name": "ICONIQ Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000033r"
                    },
                    {
                      "lead_investor": true,
                      "name": "Khosla Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000002v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Lux Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000a3"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sands Capital Ventures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00006bq"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    },
                    {
                      "lead_investor": false,
                      "name": "Thrive Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000c3"
                    }
                  ],
                  "news": [
                    {
                      "publisher": "financialit",
                      "title": "Ramp has announced a Series D-2 capital raise in a fundraising event reported on April 19, 2024.",
                      "url": "https://financialit.net/news/fundraising-news/ramp-announces-series-d-2-capital-raise"
                    }
                  ],
                  "pre_money_valuation": 7500000000,
                  "round": {
                    "code": "Series D",
                    "label": "Series D"
                  },
                  "total_investors": 13
                },
                {
                  "amount_usd": 300000000,
                  "date": {
                    "day": 21,
                    "month": 8,
                    "year": 2023
                  },
                  "id": 296546,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "A*",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000po"
                    },
                    {
                      "lead_investor": false,
                      "name": "Altimeter Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000032l"
                    },
                    {
                      "lead_investor": false,
                      "name": "Coatue",
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                  "website": "https://www.pareto20.com/"
                },
                {
                  "date_of_entry": {
                    "day": 17,
                    "month": 12,
                    "year": 2020
                  },
                  "name": "Spacecadet Ventures",
                  "rounds_participated": [
                    {
                      "code": "Series B",
                      "label": "Series B"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "0000hq4",
                  "website": "https://spacecadet.ventures"
                },
                {
                  "date_of_entry": {
                    "day": 14,
                    "month": 6,
                    "year": 2025
                  },
                  "name": "Pathlight Ventures",
                  "rounds_participated": [
                    {
                      "code": "Series E",
                      "label": "Series E"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00009r6",
                  "website": "https://www.pathlight.vc"
                },
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 2,
                    "year": 2020
                  },
                  "name": "Evolution VC Partners",
                  "rounds_participated": [
                    {
                      "code": "Series A",
                      "label": "Series A"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00044dz",
                  "website": "http://www.evolutionvcp.com"
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json expandable theme={null}
        {
              "funding_overview": {
                "funding_stage": {
                  "code": "series_c",
                  "label": "Series C"
                },
                "last_funding_date": {
                  "day": 12,
                  "month": 5,
                  "year": 2026
                },
                "total_funding_usd": 259414112
              },
              "funding_rounds": [
                {
                  "date": {
                    "day": 12,
                    "month": 5,
                    "year": 2026
                  },
                  "id": 9952005,
                  "investors": [
                    {
                      "lead_investor": true,
                      "name": "SAP",
                      "type": {
                        "code": "public",
                        "label": "Public"
                      },
                      "uuid": "00004yy"
                    }
                  ],
                  "round": {
                    "code": "Secondary Market",
                    "label": "Secondary Market"
                  },
                  "total_investors": 1
                },
                {
                  "amount_usd": 180000000,
                  "date": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "id": 87,
                  "investors": [
                    {
                      "lead_investor": true,
                      "name": "Accel",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000000x"
                    },
                    {
                      "lead_investor": false,
                      "name": "Evantic Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00006n2"
                    },
                    {
                      "lead_investor": false,
                      "name": "Felicis",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002ta"
                    },
                    {
                      "lead_investor": false,
                      "name": "Highland Europe",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000ei"
                    },
                    {
                      "lead_investor": false,
                      "name": "HV Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002j8"
                    },
                    {
                      "lead_investor": false,
                      "name": "Meritech Capital Partners",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00003x3"
                    },
                    {
                      "lead_investor": false,
                      "name": "NVentures",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000x7"
                    },
                    {
                      "lead_investor": false,
                      "name": "Redpoint",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000024v"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    },
                    {
                      "lead_investor": false,
                      "name": "T.Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00009s8"
                    },
                    {
                      "lead_investor": false,
                      "name": "Visionaries Club",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00004dx"
                    }
                  ],
                  "news": [
                    {
                      "publisher": "redpoint",
                      "title": "n8n, an open-source low-code automation platform, was founded in 2019 and has expanded its market focus since then. The company partnered for a Series C funding round in 2025.",
                      "url": "https://www.redpoint.com/companies/n8n/"
                    }
                  ],
                  "pre_money_valuation": 2320000000,
                  "round": {
                    "code": "Series C",
                    "label": "Series C"
                  },
                  "total_investors": 11
                },
                {
                  "amount_usd": 12000000,
                  "date": {
                    "day": 26,
                    "month": 4,
                    "year": 2021
                  },
                  "id": 279097,
                  "investors": [
                    {
                      "lead_investor": true,
                      "name": "Felicis",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002ta"
                    },
                    {
                      "lead_investor": false,
                      "name": "Firstminute Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00004jq"
                    },
                    {
                      "lead_investor": false,
                      "name": "Harpoon",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00005e6"
                    },
                    {
                      "lead_investor": false,
                      "name": "Illusian Founder Office",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00055t3"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    }
                  ],
                  "round": {
                    "code": "Series A",
                    "label": "Series A"
                  },
                  "total_investors": 7
                },
                {
                  "amount_usd": 1500000,
                  "date": {
                    "day": 12,
                    "month": 3,
                    "year": 2020
                  },
                  "id": 248539,
                  "investors": [
                    {
                      "lead_investor": true,
                      "name": "Firstminute Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00004jq"
                    },
                    {
                      "lead_investor": false,
                      "name": "Runa Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0002y49"
                    },
                    {
                      "lead_investor": true,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    },
                    {
                      "lead_investor": false,
                      "name": "System.One",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0000cgc"
                    },
                    {
                      "lead_investor": false,
                      "name": "Tiny Supercomputer Investment Company",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "0007o2g"
                    }
                  ],
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  },
                  "total_investors": 9
                },
                {
                  "amount_usd": 5000000,
                  "date": {
                    "day": 19,
                    "month": 2,
                    "year": 2024
                  },
                  "id": 264388,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "Automattic",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000ru"
                    },
                    {
                      "lead_investor": true,
                      "name": "Felicis",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002ta"
                    },
                    {
                      "lead_investor": false,
                      "name": "Illusian Founder Office",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00055t3"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    }
                  ],
                  "round": {
                    "code": "Series A",
                    "label": "Series A"
                  },
                  "total_investors": 4
                },
                {
                  "amount_usd": 59414112,
                  "date": {
                    "day": 24,
                    "month": 3,
                    "year": 2025
                  },
                  "id": 3607,
                  "investors": [
                    {
                      "lead_investor": false,
                      "name": "Evantic Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00006n2"
                    },
                    {
                      "lead_investor": false,
                      "name": "Felicis",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002ta"
                    },
                    {
                      "lead_investor": false,
                      "name": "Harpoon",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00005e6"
                    },
                    {
                      "lead_investor": true,
                      "name": "Highland Europe",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00000ei"
                    },
                    {
                      "lead_investor": false,
                      "name": "HV Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00002j8"
                    },
                    {
                      "lead_investor": false,
                      "name": "Sequoia Capital",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "000003u"
                    }
                  ],
                  "pre_money_valuation": 210650034,
                  "round": {
                    "code": "Series B",
                    "label": "Series B"
                  },
                  "total_investors": 6
                },
                {
                  "amount_usd": 1500000,
                  "date": {
                    "day": 18,
                    "month": 11,
                    "year": 2022
                  },
                  "id": 308731,
                  "investors": [
                    {
                      "lead_investor": true,
                      "name": "Harpoon",
                      "type": {
                        "code": "private",
                        "label": "Private"
                      },
                      "uuid": "00005e6"
                    }
                  ],
                  "round": {
                    "code": "Convertible note",
                    "label": "Convertible note"
                  },
                  "total_investors": 1
                }
              ],
              "investors": [
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 5,
                    "year": 2026
                  },
                  "name": "SAP",
                  "rounds_participated": [
                    {
                      "code": "Secondary Market",
                      "label": "Secondary Market"
                    }
                  ],
                  "type": {
                    "code": "public",
                    "label": "Public"
                  },
                  "uuid": "00004yy",
                  "website": "https://www.sap.com"
                },
                {
                  "date_of_entry": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "name": "Accel",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "000000x",
                  "website": "http://www.accel.com"
                },
                {
                  "date_of_entry": {
                    "day": 24,
                    "month": 3,
                    "year": 2025
                  },
                  "name": "Evantic Capital",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    },
                    {
                      "code": "Series B",
                      "label": "Series B"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00006n2",
                  "website": "https://www.evantic.ai/"
                },
                {
                  "date_of_entry": {
                    "day": 26,
                    "month": 4,
                    "year": 2021
                  },
                  "name": "Felicis",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    },
                    {
                      "code": "Series A",
                      "label": "Series A"
                    },
                    {
                      "code": "Series B",
                      "label": "Series B"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00002ta",
                  "website": "http://www.felicis.com"
                },
                {
                  "date_of_entry": {
                    "day": 24,
                    "month": 3,
                    "year": 2025
                  },
                  "name": "Highland Europe",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    },
                    {
                      "code": "Series B",
                      "label": "Series B"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00000ei",
                  "website": "http://www.highlandeurope.com/"
                },
                {
                  "date_of_entry": {
                    "day": 24,
                    "month": 3,
                    "year": 2025
                  },
                  "name": "HV Capital",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    },
                    {
                      "code": "Series B",
                      "label": "Series B"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00002j8",
                  "website": "http://www.hvcapital.com"
                },
                {
                  "date_of_entry": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "name": "Meritech Capital Partners",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00003x3",
                  "website": "http://www.meritechcapital.com"
                },
                {
                  "date_of_entry": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "name": "NVentures",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00000x7",
                  "website": "https://www.nventures.ai"
                },
                {
                  "date_of_entry": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "name": "Redpoint",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "000024v",
                  "website": "http://redpoint.com"
                },
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 3,
                    "year": 2020
                  },
                  "name": "Sequoia Capital",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    },
                    {
                      "code": "Series A",
                      "label": "Series A"
                    },
                    {
                      "code": "Seed",
                      "label": "Seed"
                    },
                    {
                      "code": "Series B",
                      "label": "Series B"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "000003u",
                  "website": "http://www.sequoiacap.com"
                },
                {
                  "date_of_entry": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "name": "T.Capital",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00009s8",
                  "website": "https://www.t.capital"
                },
                {
                  "date_of_entry": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "name": "Visionaries Club",
                  "rounds_participated": [
                    {
                      "code": "Series C",
                      "label": "Series C"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00004dx",
                  "website": "https://visionaries.vc"
                },
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 3,
                    "year": 2020
                  },
                  "name": "Firstminute Capital",
                  "rounds_participated": [
                    {
                      "code": "Series A",
                      "label": "Series A"
                    },
                    {
                      "code": "Seed",
                      "label": "Seed"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00004jq",
                  "website": "https://www.firstminute.capital"
                },
                {
                  "date_of_entry": {
                    "day": 26,
                    "month": 4,
                    "year": 2021
                  },
                  "name": "Harpoon",
                  "rounds_participated": [
                    {
                      "code": "Series A",
                      "label": "Series A"
                    },
                    {
                      "code": "Series B",
                      "label": "Series B"
                    },
                    {
                      "code": "Convertible note",
                      "label": "Convertible note"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00005e6",
                  "website": "http://www.harpoon.vc"
                },
                {
                  "date_of_entry": {
                    "day": 26,
                    "month": 4,
                    "year": 2021
                  },
                  "name": "Illusian Founder Office",
                  "rounds_participated": [
                    {
                      "code": "Series A",
                      "label": "Series A"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00055t3",
                  "website": "https://illusian.org/"
                },
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 3,
                    "year": 2020
                  },
                  "name": "Runa Capital",
                  "rounds_participated": [
                    {
                      "code": "Seed",
                      "label": "Seed"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "0002y49",
                  "website": "http://runacap.com"
                },
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 3,
                    "year": 2020
                  },
                  "name": "System.One",
                  "rounds_participated": [
                    {
                      "code": "Seed",
                      "label": "Seed"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "0000cgc",
                  "website": "http://www.systemone.vc/"
                },
                {
                  "date_of_entry": {
                    "day": 12,
                    "month": 3,
                    "year": 2020
                  },
                  "name": "Tiny Supercomputer Investment Company",
                  "rounds_participated": [
                    {
                      "code": "Seed",
                      "label": "Seed"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "0007o2g",
                  "website": "https://www.tiny.vc/"
                },
                {
                  "date_of_entry": {
                    "day": 19,
                    "month": 2,
                    "year": 2024
                  },
                  "name": "Automattic",
                  "rounds_participated": [
                    {
                      "code": "Series A",
                      "label": "Series A"
                    }
                  ],
                  "type": {
                    "code": "private",
                    "label": "Private"
                  },
                  "uuid": "00000ru",
                  "website": "https://automattic.com/"
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="M&A and Investment (2 fields)">
    `mna_and_investment` Mergers, acquisitions, and outbound investments made by the company.

    | **Field**    | **Type**                                                                                          | **Description**                                                |
    | :----------- | :------------------------------------------------------------------------------------------------ | :------------------------------------------------------------- |
    | `mna`        | array of objects (acquiree, acquisition\_type, announced\_date, amount\_usd, status, id, news)    | Mergers and acquisitions made by the company.                  |
    | `investment` | array of objects (investee, round, lead\_investor, announced\_date, funding\_round\_id, id, news) | Outbound investments made by the company into other companies. |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "mna": [
                {
                  "acquiree": {
                    "name": "Buyer",
                    "uuid": "000dfp2",
                    "website": "https://www.buyer.co/"
                  },
                  "acquisition_type": {
                    "code": "acquisition",
                    "label": "acquisition"
                  },
                  "announced_date": {
                    "day": 24,
                    "month": 8,
                    "year": 2021
                  },
                  "id": 155800,
                  "news": [
                    {
                      "publisher": "forbes",
                      "title": "Fintech startup Ramp significantly increased its valuation to $3.9 billion by raising $300 million in a Series C funding round led by Founders Fund. The company, founded in February 2020, plans to use the new capital to enhance its automation, expand its team, and acquire Canada-based Buyer to improve its negotiation capabilities. Ramp aims to compete with larger players like American Express and has gained over 2,000 clients since its launch.",
                      "url": "https://www.forbes.com/sites/jonathanponciano/2021/08/24/fintech-ramp-more-than-doubles-valuation-to-39-billion-raising-300-million-to-take-on-amex-in-massive-corporate-card-market/?sh=285cefe95e94"
                    }
                  ],
                  "status": "complete"
                },
                {
                  "acquiree": {
                    "name": "Cohere",
                    "uuid": "00022r8",
                    "website": "https://cohere.io"
                  },
                  "acquisition_type": {
                    "code": "acquisition",
                    "label": "acquisition"
                  },
                  "announced_date": {
                    "day": 26,
                    "month": 6,
                    "year": 2023
                  },
                  "id": 79115,
                  "status": "complete"
                },
                {
                  "acquiree": {
                    "name": "Billhop",
                    "uuid": "0000zgh",
                    "website": "https://billhop.com/"
                  },
                  "acquisition_type": {
                    "code": "acquisition",
                    "label": "acquisition"
                  },
                  "announced_date": {
                    "day": 13,
                    "month": 3,
                    "year": 2026
                  },
                  "id": 2566946,
                  "news": [
                    {
                      "publisher": "fintech",
                      "title": "Ramp has acquired Billhop, a B2B payments platform based in Stockholm and London, to expand into UK and European markets. The acquisition integrates Billhop’s licensed payments infrastructure into Ramp, enabling direct onboarding of UK and EU businesses and supporting Ramp's international growth plans.",
                      "url": "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                    },
                    {
                      "publisher": "crowdfundinsider",
                      "title": "Ramp has acquired Billhop, a payments platform licensed in the UK and Sweden, enhancing Ramp's support for UK and European customers. Ramp plans to open its first international offices in London and Stockholm, targeting businesses across the UK and EU.",
                      "url": "https://www.crowdfundinsider.com/2026/03/266670-ramp-acquires-paytech-billhop/"
                    },
                    {
                      "publisher": "nationaltoday",
                      "title": "Ramp has announced the acquisition of Billhop, a Stockholm- and London-based payments platform licensed in the UK and Sweden. The acquisition will enable Ramp to support UK and EU businesses with local currency cards and regional expertise and to open its first international offices in London and Stockholm.",
                      "url": "https://nationaltoday.com/us/ny/new-york/news/2026/03/13/ramp-acquires-billhop-to-expand-access-for-uk-and-european-customers/"
                    },
                    {
                      "publisher": "fxnewsgroup",
                      "title": "Ramp announced the acquisition of Billhop, a payments platform based in Stockholm and London, to strengthen its operations in the UK and Europe. The acquisition will enable Ramp to support companies in cross-border transactions across 180 countries and expand its European team. Ramp plans to activate its services for UK and EU companies starting this summer.",
                      "url": "https://fxnewsgroup.com/forex-news/payments/ramp-acquires-payments-platform-billhop/"
                    },
                    {
                      "publisher": "prnewswire",
                      "title": "Ramp, a financial operations platform, announced its acquisition of Billhop, a payments platform licensed in the UK and Sweden, to expand its support for UK and European customers. The deal will enable Ramp to onboard UK and EU-based businesses directly and establish its first international offices in London and Stockholm.",
                      "url": "https://www.prnewswire.com/news-releases/ramp-acquires-billhop-to-expand-access-for-uk-and-european-customers-302712928.html"
                    },
                    {
                      "publisher": "billhop",
                      "title": "Ramp announced it has acquired Billhop, a European B2B payment provider, as part of its strategy to expand internationally. Billhop has a significant presence in Europe with a focus on enterprise clients and regulated payment services, and the acquisition aims to combine Ramp's global scale with Billhop's European footprint. The two companies plan to continue expanding and innovating in the B2B payments market.",
                      "url": "https://billhop.com/resources/press-and-media/press-and-media/ramp-acquires-billhop-joining-forces-to-redefine-b2b-payments-across-europe"
                    }
                  ],
                  "status": "pending"
                },
                {
                  "acquiree": {
                    "name": "Juno",
                    "uuid": "0002427",
                    "website": "https://juno.travel/"
                  },
                  "acquisition_type": {
                    "code": "acquisition",
                    "label": "acquisition"
                  },
                  "announced_date": {
                    "day": 16,
                    "month": 3,
                    "year": 2026
                  },
                  "id": 2641017,
                  "news": [
                    {
                      "publisher": "juno",
                      "title": "Ramp, a financial operations platform, is acquiring Juno to enhance its capabilities in corporate travel and expense management. The acquisition aims to accelerate product development, deepen integrations, and capitalize on resources to better serve customers.",
                      "url": "https://juno.travel/blog/post/ramp"
                    },
                    {
                      "publisher": "prnewswire",
                      "title": "Ramp, a financial operations platform, announced the acquisition of Juno, a guest travel platform, to expand its travel capabilities and better serve non-employee travelers. Juno's platform focuses on handling complex, high-volume guest travel workflows for various industries. Ramp aims to leverage Juno's technology and partnerships to enhance its travel products.",
                      "url": "https://www.prnewswire.com/news-releases/ramp-acquires-juno-to-expand-guest-travel-and-build-the-complete-travel-solution-for-every-business-302714356.html"
                    }
                  ],
                  "status": "pending"
                },
                {
                  "acquiree": {
                    "name": "Jolt AI",
                    "uuid": "00005ih",
                    "website": "https://www.usejolt.ai/"
                  },
                  "acquisition_type": {
                    "code": "acquisition",
                    "label": "acquisition"
                  },
                  "announced_date": {
                    "day": 6,
                    "month": 10,
                    "year": 2025
                  },
                  "id": 556,
                  "status": "pending"
                },
                {
                  "acquiree": {
                    "name": "Venue",
                    "uuid": "0000umf",
                    "website": "http://venue.co"
                  },
                  "acquisition_type": {
                    "code": "acquisition",
                    "label": "acquisition"
                  },
                  "announced_date": {
                    "day": 30,
                    "month": 1,
                    "year": 2024
                  },
                  "completed_date": {
                    "day": 30,
                    "month": 1,
                    "year": 2024
                  },
                  "id": 165514,
                  "status": "complete"
                }
              ],
              "investment": [
                {
                  "announced_date": {
                    "day": 27,
                    "month": 9,
                    "year": 2022
                  },
                  "funding_round_id": 45440,
                  "id": 1170651,
                  "investee": {
                    "name": "Tactic",
                    "uuid": "0000jwp",
                    "website": "https://www.tactic.com/"
                  },
                  "lead_investor": false,
                  "round": {
                    "code": "Series Unknown",
                    "label": "Series Unknown"
                  }
                },
                {
                  "announced_date": {
                    "day": 4,
                    "month": 5,
                    "year": 2022
                  },
                  "funding_round_id": 261342,
                  "id": 1173722,
                  "investee": {
                    "name": "Tactic",
                    "uuid": "0000jwp",
                    "website": "https://www.tactic.com/"
                  },
                  "lead_investor": true,
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  }
                },
                {
                  "announced_date": {
                    "day": 12,
                    "month": 4,
                    "year": 2022
                  },
                  "funding_round_id": 92701,
                  "id": 1378388,
                  "investee": {
                    "name": "Winden",
                    "uuid": "0000xsg",
                    "website": "https://winden.co"
                  },
                  "lead_investor": false,
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  }
                },
                {
                  "announced_date": {
                    "day": 7,
                    "month": 10,
                    "year": 2021
                  },
                  "funding_round_id": 279429,
                  "id": 1378908,
                  "investee": {
                    "name": "Karbon",
                    "uuid": "0000b9e",
                    "website": "https://www.karboncard.com/"
                  },
                  "lead_investor": false,
                  "news": [
                    {
                      "publisher": "entrackr",
                      "title": "Karbon Card, a Bengaluru-based fintech startup, has raised $12 million in a pre-Series A funding round led by Unicorn Ramp, Rainfall Ventures, Roka Works, and Y Combinator. The funds will be used for product development, hiring, and operations, with plans to double staff to 60 within six months.",
                      "url": "https://entrackr.com/2021/09/y-combinator-backed-karbon-card-raises-12-mn-pre-series-a-round/"
                    }
                  ],
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  }
                },
                {
                  "announced_date": {
                    "day": 3,
                    "month": 2,
                    "year": 2022
                  },
                  "funding_round_id": 210061,
                  "id": 1394093,
                  "investee": {
                    "name": "Pluto",
                    "uuid": "0000fqc",
                    "website": "https://www.getpluto.com"
                  },
                  "lead_investor": false,
                  "news": [
                    {
                      "publisher": "techcrunch",
                      "title": "Pluto, a fintech startup aiming to develop the 'Ramp for the Middle East', has closed a $6 million seed funding round led by Global Founders Capital, with participation from other firms and angel investors. The company plans to launch in the UAE and Saudi Arabia, offering a spend management platform tailored to regional small and medium-sized businesses to improve expense visibility and control.",
                      "url": "https://techcrunch.com/2022/02/03/pluto-lands-funding-from-corporate-spend-giants-to-build-ramp-for-the-middle-east/?utm_source=dlvr.it&utm_medium=twitter"
                    },
                    {
                      "publisher": "yahoo",
                      "title": "Pluto, a fintech startup focusing on spend management in the Middle East, closed a $6 million seed round led by Global Founders Capital and others, intending to launch in the region soon. The company aims to digitize and control corporate spending for SMBs by issuing virtual and physical cards with spend controls.",
                      "url": "https://www.yahoo.com/news/pluto-lands-funding-corporate-spend-130011729.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAIVP89lyO4XjynTrHqu5JX6DqeEkJYlZlHcQ0bbU5vQsnCw6Autn7mlhyHx_tbPpMzUJZ4tNz1dItGcM6f5xmhUuEOOYnMkZO1S6cgVKoHVRfatE61ZO4OzVwE15azzDadfY5mVWrs9Obca_4k8RqlPmboIblVJtaQ1aTtm1TKG4"
                    }
                  ],
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  }
                },
                {
                  "announced_date": {
                    "day": 9,
                    "month": 2,
                    "year": 2022
                  },
                  "funding_round_id": 114143,
                  "id": 1395436,
                  "investee": {
                    "name": "Karbon",
                    "uuid": "0000b9e",
                    "website": "https://www.karboncard.com/"
                  },
                  "lead_investor": false,
                  "news": [
                    {
                      "publisher": "entrackr",
                      "title": "Karbon Card, a Bengaluru-based fintech startup, raised $15 million in a Series A funding round led by Olive Tree Capital, Harmony, and Avenir Growth Capital. The company plans to use the funds to enhance product development, hiring, and operations as it prepares to launch India's first corporate Neobank.",
                      "url": "https://entrackr.com/2022/02/karbon-card-raises-15-mn-in-series-a-round/"
                    },
                    {
                      "publisher": "yourstory",
                      "title": "Karbon Card, a fintech firm focused on corporate cards, raised $15 million in a Series A funding round led by Olive Tree Capital, Harmony, and Avenir Growth Capital. The company plans to use the funds to expand into the corporate neobanking space, enhance product development, and increase hiring.",
                      "url": "https://yourstory.com/2022/02/fintech-startup-funding-y-combinator-karbon-card-raises-15m-series-a-olive-tree-capital"
                    },
                    {
                      "publisher": "indiatimes",
                      "title": "Karbon Card, a fintech specializing in corporate cards, has raised $15 million in a Series A funding round led by Olive Tree, Harmony, and Avenir. The company plans to use the funds for product development, hiring, and transitioning into India’s first corporate Neobank, with the overall funding raised reaching approximately $32 million.",
                      "url": "https://economictimes.indiatimes.com/industry/banking/finance/karbon-card-raises-15-million-from-olive-tree-harmony-avenir-and-others/articleshow/89449888.cms"
                    }
                  ],
                  "round": {
                    "code": "Series A",
                    "label": "Series A"
                  }
                },
                {
                  "announced_date": {
                    "day": 1,
                    "month": 6,
                    "year": 2022
                  },
                  "funding_round_id": 264623,
                  "id": 14292749,
                  "investee": {
                    "name": "Constrafor",
                    "uuid": "00039tz",
                    "website": "https://www.constrafor.com"
                  },
                  "lead_investor": false,
                  "news": [
                    {
                      "publisher": "fintech",
                      "title": "A New York-based company, Constrafor, raised $6.3 million in seed funding led by FinTech Collective, with additional investments from other venture firms. Constrafor has developed an end-to-end procurement platform that provides early payment solutions for subcontractors in the US construction industry.",
                      "url": "https://fintech.io/articles/financial-software-for-the-construction-industry-raises-106-3b"
                    }
                  ],
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  }
                },
                {
                  "announced_date": {
                    "day": 5,
                    "month": 12,
                    "year": 2022
                  },
                  "funding_round_id": 236225,
                  "id": 19634770,
                  "investee": {
                    "name": "Pylon",
                    "uuid": "0000hu1",
                    "website": "http://www.pylonlending.com/"
                  },
                  "lead_investor": false,
                  "news": [
                    {
                      "publisher": "vcaonline",
                      "title": "Pylon announced that it has raised $8.5 million in seed funding to develop its embedded mortgage infrastructure platform. The platform aims to enable enterprises such as FinTechs, PropTechs, banks, and retail brands to quickly build mortgage products using various integrated features and compliance tools.",
                      "url": "https://www.vcaonline.com/news/news.asp?ID=2022120624"
                    }
                  ],
                  "round": {
                    "code": "Seed",
                    "label": "Seed"
                  }
                },
                {
                  "announced_date": {
                    "day": 4,
                    "month": 5,
                    "year": 2021
                  },
                  "funding_round_id": 415295,
                  "id": 14488010,
                  "investee": {
                    "name": "Pawp",
                    "uuid": "0000nhe",
                    "website": "https://www.pawp.com"
                  },
                  "lead_investor": false,
                  "round": {
                    "code": "Series A",
                    "label": "Series A"
                  }
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Business Model (8 fields)">
    `business_model` Go-to-market motion, revenue model, marketing/distribution channels, and pricing.

    | **Field**               | **Type**                                                                  | **Description**                                                                                                   |
    | :---------------------- | :------------------------------------------------------------------------ | :---------------------------------------------------------------------------------------------------------------- |
    | `gtm_motion`            | array of objects (description, source, type)                              | Go-to-market motions used to acquire customers (e.g., Product Led Growth, Enterprise Field Sales, Community Led). |
    | `revenue_model`         | array of objects (title, description, source, type)                       | Revenue streams and monetization models (e.g., subscription, freemium).                                           |
    | `marketing_channels`    | array of objects (title, description, stage, source, type)                | Marketing channels used across the funnel (content, social, SEO, events, PR, etc.).                               |
    | `distribution_channels` | array of objects (title, description, scope, target\_buyer, source, type) | Channels through which the product/service is distributed to customers.                                           |
    | `cost_components`       | array of strings                                                          | Major cost categories for the business (e.g., Personnel, Technology or R\&D, Infrastructure).                     |
    | `pricing_details`       | array of objects (description, model, notes, billing\_cadence, source)    | Pricing tiers, billing cadence, and plan details.                                                                 |
    | `gtm_type`              | string                                                                    | Overall go-to-market orientation (e.g., B2B, B2C, BOTH).                                                          |
    | `offering_type`         | object (code, label)                                                      | Nature of the offering (e.g., Software, Hardware, Service).                                                       |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "gtm_motion": [
                {
                  "description": "Ramp employs a product-led growth strategy with a free tier offering unlimited corporate cards, expense management, accounts payable, and travel booking. The platform targets SMBs and mid-market companies initially, with expanding enterprise field sales motion. The free tier is monetized through interchange fees on card transactions, while paid Plus ($15/user/month) and Enterprise tiers drive additional subscription revenue. GTM includes channel partnerships via TD SYNNEX distribution, direct enterprise sales, and event-driven demand generation.",
                  "type": {
                    "code": "product_led_growth",
                    "label": "Product Led Growth"
                  }
                },
                {
                  "description": "Ramp is expanding into mid-market and enterprise accounts with dedicated sales motion, evidenced by custom Enterprise pricing tier, dedicated account managers, and implementations for large organizations like Boys & Girls Clubs of America (1,100+ clubs) and Stanford Athletics (36 varsity programs).",
                  "source": [
                    "https://www.citybiz.co/article/844393/spend-management-startup-ramp-eyes-750m-funding-at-over-40b-valuation/"
                  ],
                  "type": {
                    "code": "enterprise_field_sales",
                    "label": "Enterprise Field Sales"
                  }
                },
                {
                  "description": "Ramp has established a channel partnership with TD SYNNEX, making Ramp available through TD SYNNEX's authorized reseller network of resellers, solution providers, and managed service providers in the United States. This expands Ramp's reach into enterprise customers through the global technology distribution channel.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-and-td-synnex-partner-to-bring-modern-financial-operations-to-the-global-technology-channel-302780818.html"
                  ],
                  "type": {
                    "code": "channel_partners",
                    "label": "Channel Partners"
                  }
                }
              ],
              "revenue_model": [
                {
                  "description": "Primary revenue driver from the free tier. Ramp offers unlimited corporate cards with up to 5% cashback and partner offers, funded entirely by interchange fees collected on card transactions. This allows free core product while generating substantial revenue from transaction volume.",
                  "title": "Interchange Fees from Card Transactions",
                  "type": {
                    "code": "transaction_fee",
                    "label": "Transaction Fee"
                  }
                },
                {
                  "description": "Plus tier at $15/user/month plus platform fee with 20% annual discount, and Enterprise tier at custom pricing. Paid tiers unlock advanced features including AI-driven expense reviews, advanced AP workflows, multi-entity support, and priority support.",
                  "title": "Subscription Revenue (Plus and Enterprise Tiers)",
                  "type": {
                    "code": "subscription_recurring",
                    "label": "Subscription Recurring"
                  }
                },
                {
                  "description": "New revenue stream from tracking and managing AI spending. Ramp aggregates usage data from AI providers to help finance teams attribute token-based spending to teams, projects, and use cases, charging for visibility and optimization features.",
                  "source": [
                    "https://www.pymnts.com/news/artificial-intelligence/2026/fintech-finds-new-category-ai-untracked-costs/"
                  ],
                  "title": "AI Token Spend Management",
                  "type": {
                    "code": "usage_based",
                    "label": "Usage Based"
                  }
                },
                {
                  "description": "Ramp Bill Pay enables customers to earn cashback on accounts payable spend by routing vendor payments through cashback-eligible methods such as virtual cards. Ramp paid out over $6.5 million in cashback to customers in 2025.",
                  "source": [
                    "https://ramp.com/blog/accounts-payable/accounts-payable-and-cashback"
                  ],
                  "title": "AP Cashback Programs",
                  "type": {
                    "code": "transaction_fee",
                    "label": "Transaction Fee"
                  }
                },
                {
                  "description": "Ramp Investment Account offers automated fixed-income portfolios with yields up to 4.09% YTM, generating revenue through partnerships with Moment Advisors (SEC-registered investment adviser) and fee sharing on invested assets.",
                  "source": [
                    "https://aijourn.com/moment-and-ramp-partner-to-bring-institutional-cash-management-to-finance-teams/"
                  ],
                  "title": "Investment Account Revenue",
                  "type": {
                    "code": "transaction_fee",
                    "label": "Transaction Fee"
                  }
                }
              ],
              "marketing_channels": [
                {
                  "description": "Educational content on spend management, AI in finance, product guides, and comparison content. Articles like 'How to Design Agentic Systems' in Harvard Business Review demonstrate thought leadership.",
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "Ramp Blog and Resources Center",
                  "type": {
                    "code": "content_marketing_blog",
                    "label": "Content Marketing/ Blog"
                  }
                },
                {
                  "description": "Ramp publishes quarterly AI Index reports tracking AI adoption patterns among business customers, with data on Anthropic vs OpenAI market share and DeepSeek trending. Cited by major outlets including TechCrunch, Business Insider, and The Economic Times.",
                  "source": [
                    "https://techcrunch.com/2026/05/13/anthropic-now-has-more-business-customers-than-openai-according-to-ramp-data/"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "Ramp AI Index Research",
                  "type": {
                    "code": "content_marketing_blog",
                    "label": "Content Marketing/ Blog"
                  }
                },
                {
                  "description": "Company website optimized for finance/expense management searches with detailed product pages, integrations directory, pricing page, customer case studies. Visible for competitive comparison searches ('Ramp vs Brex', 'Ramp vs Expensify').",
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "SEO / Organic Search",
                  "type": {
                    "code": "seo_organic_search",
                    "label": "SEO/ Organic Search"
                  }
                },
                {
                  "description": "Ramp publishes comprehensive comparison guides: 'Brex vs Concur vs Ramp', 'Expensify vs Navan vs Ramp', 'BILL vs Tipalti vs Ramp', 'Rippling vs Brex vs Ramp' positioned to capture mid-funnel buyers actively evaluating alternatives.",
                  "source": [
                    "https://ramp.com/blog/brex-vs-concur-vs-ramp"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "Comparison/Buyer Guides on Ramp.com",
                  "type": {
                    "code": "content_marketing_blog",
                    "label": "Content Marketing/ Blog"
                  }
                },
                {
                  "description": "Ramp's annual user conference featuring product announcements, customer success stories, and partner sponsorships. OnPay partnership announced sponsorship of the fall conference.",
                  "source": [
                    "https://aijourn.com/onpay-and-ramp-announce-partnership-to-help-small-businesses-streamline-operations/"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "Annual OnRamp Conference",
                  "type": {
                    "code": "events_conferences",
                    "label": "Events/ conferences"
                  }
                },
                {
                  "description": "Educational webinars on AI in corporate finance, agentic AI implementation, and product training. Guide on 'AI agents in finance' positions Ramp as category expert.",
                  "source": [
                    "https://ramp.com/blog/ai-in-corporate-finance"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "Webinars and Virtual Events",
                  "type": {
                    "code": "webinars_virtual_events",
                    "label": "Webinars/ Virtual Events"
                  }
                },
                {
                  "description": "TD SYNNEX partnership includes demand generation and sales support. OnPay partnership includes joint marketing and $500 bonus for switching. Accounting Seed integration announced with product co-marketing.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-and-td-synnex-partner-to-bring-modern-financial-operations-to-the-global-technology-channel-302780818.html"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "Partner Co-Marketing",
                  "type": {
                    "code": "referral_affiliate_partner",
                    "label": "Referral/affiliate/ partner"
                  }
                },
                {
                  "description": "Major funding announcements ($750M Series F, $44B valuation) generate coverage in TechCrunch, CNBC, Forbes, Business Insider. Partnership announcements (Moment, TD SYNNEX) and product launches (Ramp Stack, Applied AI Solutions) drive visibility.",
                  "source": [
                    "https://www.cnbc.com/2026/06/04/ramp-valuation-funding-ai-spend.html"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "PR and Earned Media",
                  "type": {
                    "code": "pr_earned_media",
                    "label": "PR/ Earned Media"
                  }
                },
                {
                  "description": "Stanford Athletics partnership includes 'content series focused on Stanford student-athletes'. Ramp CEO interviews and podcast appearances in fintech/tech business podcasts.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/stanford-athletics-selects-ramp-to-modernize-financial-operations-in-multi-year-partnership-302782735.html"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "Podcast / Video Content",
                  "type": {
                    "code": "podcast_video_multimedia",
                    "label": "Podcast/ Video/ Multimedia"
                  }
                },
                {
                  "description": "Ramp CLI tool for terminal reimbursements, API documentation (docs.ramp.com), integrations directory. Technical content for engineering-focused finance teams evaluating Ramp.",
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "Developer / Technical Content",
                  "type": {
                    "code": "community_developer_relations",
                    "label": "Community/ Developer relations"
                  }
                }
              ],
              "distribution_channels": [
                {
                  "description": "Ramp became available through TD SYNNEX's authorized reseller network in the United States, reaching TD SYNNEX's network of resellers, solution providers, and managed service providers for enterprise customers.",
                  "scope": "Regional",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-and-td-synnex-partner-to-bring-modern-financial-operations-to-the-global-technology-channel-302780818.html"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "TD SYNNEX Authorized Distribution",
                  "type": {
                    "code": "channel_reseller_var",
                    "label": "Channel/ Reseller/ VAR"
                  }
                },
                {
                  "description": "Ramp's free tier ($0/user/month) is accessible via ramp.com with signup, ERP connection in 5 minutes, policy upload in 2 minutes, and first card issued in 1 minute. No sales touch required for basic onboarding. Free tier monetized through interchange fees on card transactions.",
                  "scope": "Global",
                  "target_buyer": {
                    "code": "smb_individual_consumer",
                    "label": "SMB/Individual/Consumer"
                  },
                  "title": "Digital Self-Serve / Product-Led Growth",
                  "type": {
                    "code": "self_serve_plg",
                    "label": "Self-serve/ PLG"
                  }
                },
                {
                  "description": "Enterprise tier with custom pricing, dedicated account managers, priority 24/7 support, custom implementation and training. Targets large organizations like Visa, Uber, Shopify, Figma requiring advanced features and global capabilities.",
                  "scope": "Global",
                  "source": [
                    "https://economictimes.indiatimes.com/tech/funding/fintech-firm-ramps-valuation-surges-to-44-billion-on-ai-driven-growth/articleshow/131507823.cms"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "Direct Enterprise Sales",
                  "type": {
                    "code": "direct_sales",
                    "label": "Direct Sales (field/enterprise)"
                  }
                },
                {
                  "description": "Company website serves as primary digital storefront with pricing page, product tours, customer case studies, integration directory, and self-service signup. Promotional offer of $3,100 signup bonus for new customers.",
                  "scope": "Global",
                  "target_buyer": {
                    "code": "smb_individual_consumer",
                    "label": "SMB/Individual/Consumer"
                  },
                  "title": "Ramp.com Website",
                  "type": {
                    "code": "ecommerce",
                    "label": "E-commerce (own storefront)"
                  }
                },
                {
                  "description": "Deepened partnership with Visa enables AI agents to execute autonomous corporate payments. Visa partnership positions Ramp as infrastructure for AI-powered corporate spending.",
                  "scope": "Global",
                  "source": [
                    "https://www.pymnts.com/news/b2b-payments/2026/ramp-launches-ai-agents-to-automate-corporate-procurement/"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "Visa Partnership (Autonomous Corporate Payments)",
                  "type": {
                    "code": "oem_embedded_whitelabel",
                    "label": "OEM/ Embedded/ White-label"
                  }
                },
                {
                  "description": "Partnership with Moment embeds institutional-grade fixed income portfolio management within Ramp's Investment Account. $1B+ in new deposits added in past 3 months through this integration.",
                  "scope": "Global",
                  "source": [
                    "https://aijourn.com/moment-and-ramp-partner-to-bring-institutional-cash-management-to-finance-teams/"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "Moment Partnership (Treasury Integration)",
                  "type": {
                    "code": "oem_embedded_whitelabel",
                    "label": "OEM/ Embedded/ White-label"
                  }
                },
                {
                  "description": "Ramp acquiring Billhop to expand into UK and European markets. Will open first international offices in London and Stockholm, onboarding UK- and EU-based businesses directly starting summer 2026.",
                  "scope": "Regional",
                  "source": [
                    "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                  ],
                  "target_buyer": {
                    "code": "mid_market",
                    "label": "Mid-market"
                  },
                  "title": "European Market Expansion via Billhop Acquisition",
                  "type": {
                    "code": "direct_sales",
                    "label": "Direct Sales (field/enterprise)"
                  }
                },
                {
                  "description": "Ramp integrates with QuickBooks Online, Xero, NetSuite, Sage Intacct, Workday, Oracle, Plus over 200 other integrations. Integration marketplace expands reach through existing customer relationships at ERP vendors.",
                  "scope": "Global",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-and-td-synnex-partner-to-bring-modern-financial-operations-to-the-global-technology-channel-302780818.html"
                  ],
                  "target_buyer": {
                    "code": "smb_individual_consumer",
                    "label": "SMB/Individual/Consumer"
                  },
                  "title": "200+ Integrations Marketplace",
                  "type": {
                    "code": "marketplace_app_store",
                    "label": "Marketplace/ app store"
                  }
                }
              ],
              "cost_components": [
                "Personnel",
                "Technology or R&D",
                "Marketing or Sales",
                "Operations",
                "Infrastructure"
              ],
              "pricing_details": [
                {
                  "billing_cadence": {
                    "code": "monthly",
                    "label": "Monthly"
                  },
                  "description": "Free tier with unlimited corporate cards, expense management, AP, travel, and treasury features",
                  "model": {
                    "code": "freemium",
                    "label": "Freemium"
                  },
                  "notes": "$0/month/user. Includes unlimited physical and virtual corporate cards, expense management with SMS/Slack receipt submission, AP with OCR invoice capture, travel booking with custom policies, treasury account with variable-rate earnings, QuickBooks Online and Xero integrations, and custom AI reports. Revenue generated through interchange fees on card transactions."
                },
                {
                  "billing_cadence": {
                    "code": "monthly",
                    "label": "Monthly"
                  },
                  "description": "AI-powered automation and advanced controls for growing finance teams",
                  "model": {
                    "code": "subscription",
                    "label": "Subscription"
                  },
                  "notes": "$15/month/user plus platform fee (20% discount with annual billing). Includes everything in Free, plus: AI-driven expense reviews and auto-lock cards for compliance, advanced AP with batch payments and payment release approvals, line-item auto-coding and AI approval recommendations, NetSuite and Sage Intacct integrations, multi-entity support with live budget tracking, 24/7 phone support for travel, and procurement add-on available."
                },
                {
                  "billing_cadence": {
                    "code": "annual",
                    "label": "Annual"
                  },
                  "description": "Full platform with enterprise integrations and dedicated support",
                  "model": {
                    "code": "subscription",
                    "label": "Subscription"
                  },
                  "notes": "Custom pricing, annual billing. Includes everything in Plus, plus: Workday and Oracle Fusion Cloud integrations, local currency card issuance in 40+ countries, dedicated account manager with priority 24/7 support, custom implementation, ERP extensions, and employee training."
                }
              ],
              "gtm_type": "B2B",
              "offering_type": {
                "code": "software",
                "label": "Software"
              }
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json expandable theme={null}
        {
              "gtm_motion": [
                {
                  "description": "Self-serve cloud registration with 14-day free trial enables rapid adoption. Community-driven growth through GitHub (194k+ stars), Discord forum, and template marketplace. Enterprise sales team for large deployments with dedicated SAP partnership integration.",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "product_led_growth",
                    "label": "Product Led Growth"
                  }
                },
                {
                  "description": "Enterprise field sales motion targeting large organizations including SAP, Deutsche Telekom, and Mercedes-Benz. Multi-year commercial partnerships with major platforms like SAP Joule Studio embedding.",
                  "source": [
                    "https://www.tradingview.com/news/eqs:45cf7a3e8094b:0-n8n-valuation-doubles-to-5-2bn-as-sap-makes-strategic-investment-and-plans-to-embed-the-ai-platform-into-joule-studio/"
                  ],
                  "type": {
                    "code": "enterprise_field_sales",
                    "label": "Enterprise Field Sales"
                  }
                },
                {
                  "description": "Deutsche Telekom certified partner program for mid-sized businesses with implementation support and training. Partner ecosystem including certified experts and solution partners globally.",
                  "source": [
                    "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                  ],
                  "type": {
                    "code": "channel_partners",
                    "label": "Channel Partners"
                  }
                }
              ],
              "revenue_model": [
                {
                  "description": "Tiered cloud hosting plans with 14-day free trial, charging per workflow execution rather than per task or operation",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Cloud Subscription Plans",
                  "type": {
                    "code": "subscription_recurring",
                    "label": "Subscription Recurring"
                  }
                },
                {
                  "description": "Enterprise license for self-hosted deployments with advanced features, SSO SAML, LDAP, RBAC permissions, and audit capabilities",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Enterprise License",
                  "type": {
                    "code": "subscription_recurring",
                    "label": "Subscription Recurring"
                  }
                },
                {
                  "description": "Free community version under fair-code license, serving as acquisition funnel for cloud and enterprise conversions",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Community/Open Source",
                  "type": {
                    "code": "freemium",
                    "label": "Freemium"
                  }
                },
                {
                  "description": "Implementation support, training, and expert partner services through certified partner network",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Professional Services",
                  "type": {
                    "code": "professional_services",
                    "label": "Professional Services"
                  }
                }
              ],
              "marketing_channels": [
                {
                  "description": "Active community with Forum (community.n8n.io) and Discord server for peer support, workflow sharing, and developer engagement",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "Community Forum and Discord",
                  "type": {
                    "code": "community_developer_relations",
                    "label": "Community/ Developer relations"
                  }
                },
                {
                  "description": "194,063+ GitHub stars, Top 50 GitHub project, source code transparency driving developer trust and adoption",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "GitHub and Open Source",
                  "type": {
                    "code": "community_developer_relations",
                    "label": "Community/ Developer relations"
                  }
                },
                {
                  "description": "blog.n8n.io publishes workflow templates, AI automation guides, best practices, and industry-specific use cases",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "Blog and Content Marketing",
                  "type": {
                    "code": "content_marketing_blog",
                    "label": "Content Marketing/ Blog"
                  }
                },
                {
                  "description": "10,000+ community-built workflow templates for AI agents, RAG, IT Ops, marketing, sales, and more",
                  "source": [
                    "https://n8n.io/workflows/"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "Workflow Templates Library",
                  "type": {
                    "code": "content_marketing_blog",
                    "label": "Content Marketing/ Blog"
                  }
                },
                {
                  "description": "Annual user conference in Berlin (July 16) featuring product updates, community talks, and hands-on workshops",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "n8n Fest (Annual Conference)",
                  "type": {
                    "code": "events_conferences",
                    "label": "Events/ conferences"
                  }
                },
                {
                  "description": "Video tutorials on AI agent building, RAG implementation, and workflow automation featuring community creators",
                  "source": [
                    "https://n8n.io/ai/"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "YouTube Channel",
                  "type": {
                    "code": "podcast_video_multimedia",
                    "label": "Podcast/ Video/ Multimedia"
                  }
                },
                {
                  "description": "Comprehensive docs.n8n.io documentation, API references, and integration guides driving organic discovery",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "top_of_funnel",
                    "label": "Top-of-funnel"
                  },
                  "title": "SEO and Documentation",
                  "type": {
                    "code": "seo_organic_search",
                    "label": "SEO/ Organic Search"
                  }
                },
                {
                  "description": "Affiliate program for partners and creators submitting templates to template library",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "bottom_of_funnel",
                    "label": "Bottom-of-funnel"
                  },
                  "title": "Affiliate Program",
                  "type": {
                    "code": "referral_affiliate_partner",
                    "label": "Referral/affiliate/ partner"
                  }
                },
                {
                  "description": "4.9/5 stars on G2 review platform, peer reviews and testimonials on website",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "stage": {
                    "code": "mid_funnel",
                    "label": "Mid-funnel"
                  },
                  "title": "G2 and Review Platforms",
                  "type": {
                    "code": "pr_earned_media",
                    "label": "PR/ Earned Media"
                  }
                }
              ],
              "distribution_channels": [
                {
                  "description": "Direct registration at app.n8n.cloud with 14-day free trial, credit card not required",
                  "scope": "Global",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "target_buyer": {
                    "code": "smb_individual_consumer",
                    "label": "SMB/Individual/Consumer"
                  },
                  "title": "Cloud Self-Service",
                  "type": {
                    "code": "self_serve_plg",
                    "label": "Self-serve/ PLG"
                  }
                },
                {
                  "description": "Docker, Kubernetes, npm installations from GitHub for self-hosting with full source code access",
                  "scope": "Global",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "Self-Hosted Downloads",
                  "type": {
                    "code": "self_serve_plg",
                    "label": "Self-serve/ PLG"
                  }
                },
                {
                  "description": "n8n embedded natively within SAP's Joule Studio agent-building environment as part of €60M SAP partnership",
                  "scope": "Global",
                  "source": [
                    "https://www.tradingview.com/news/eqs:45cf7a3e8094b:0-n8n-valuation-doubles-to-5-2bn-as-sap-makes-strategic-investment-and-plans-to-embed-the-ai-platform-into-joule-studio/"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "SAP Joule Studio",
                  "type": {
                    "code": "oem_embedded_whitelabel",
                    "label": "OEM/ Embedded/ White-label"
                  }
                },
                {
                  "description": "Deutsche Telekom certified partner offering n8n platform with implementation support and training to mid-sized businesses in Europe",
                  "scope": "Regional",
                  "source": [
                    "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                  ],
                  "target_buyer": {
                    "code": "mid_market",
                    "label": "Mid-market"
                  },
                  "title": "Deutsche Telekom Partner",
                  "type": {
                    "code": "channel_reseller_var",
                    "label": "Channel/ Reseller/ VAR"
                  }
                },
                {
                  "description": "Direct enterprise field sales team for large deployments including Mercedes-Benz, SAP ecosystem, and major accounts",
                  "scope": "Global",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "Enterprise Sales",
                  "type": {
                    "code": "direct_sales",
                    "label": "Direct Sales (field/enterprise)"
                  }
                },
                {
                  "description": "Certified n8n experts (experts.n8n.io) providing consulting, implementation, and customization services",
                  "scope": "Global",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "target_buyer": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "title": "Expert Partner Network",
                  "type": {
                    "code": "channel_reseller_var",
                    "label": "Channel/ Reseller/ VAR"
                  }
                },
                {
                  "description": "Verified community nodes in n8n marketplace, integrations with partner-built nodes",
                  "scope": "Global",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "target_buyer": {
                    "code": "smb_individual_consumer",
                    "label": "SMB/Individual/Consumer"
                  },
                  "title": "Marketplace/App Store",
                  "type": {
                    "code": "marketplace_app_store",
                    "label": "Marketplace/ app store"
                  }
                }
              ],
              "cost_components": [
                "Technology or R&D",
                "Personnel",
                "Infrastructure",
                "Marketing or Sales",
                "Operations"
              ],
              "pricing_details": [
                {
                  "billing_cadence": {
                    "code": "others",
                    "label": "Others"
                  },
                  "description": "Community (Self-hosted) - Free tier",
                  "model": {
                    "code": "freemium",
                    "label": "Freemium"
                  },
                  "notes": "Free unlimited self-hosted community version under fair-code license. Full source code available on GitHub.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "billing_cadence": {
                    "code": "monthly",
                    "label": "Monthly"
                  },
                  "description": "Cloud - Starter plans",
                  "model": {
                    "code": "subscription",
                    "label": "Subscription"
                  },
                  "notes": "14-day free trial on cloud. Execution-based pricing model (1 execution = entire workflow run, not per task)",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "billing_cadence": {
                    "code": "annual",
                    "label": "Annual"
                  },
                  "description": "Enterprise Cloud",
                  "model": {
                    "code": "subscription",
                    "label": "Subscription"
                  },
                  "notes": "Enterprise features, SSO SAML, LDAP, encrypted secret stores, version control, RBAC permissions, SOC 2 compliance",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "billing_cadence": {
                    "code": "annual",
                    "label": "Annual"
                  },
                  "description": "Enterprise Self-hosted",
                  "model": {
                    "code": "subscription",
                    "label": "Subscription"
                  },
                  "notes": "Enterprise license for self-hosted with advanced governance, audit logs, SIEM integration, and dedicated support",
                  "source": [
                    "https://n8n.io/"
                  ]
                }
              ],
              "gtm_type": "B2B",
              "offering_type": {
                "code": "software",
                "label": "Software"
              }
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Company Assessment (8 fields)">
    `company_assessment` Market position, strengths, weaknesses, moat, risks, highlights, and peer set.

    | **Field**                | **Type**                                     | **Description**                                                                                       |
    | :----------------------- | :------------------------------------------- | :---------------------------------------------------------------------------------------------------- |
    | `market_position`        | string                                       | Narrative summary of the company's overall market position.                                           |
    | `strengths`              | array of objects (headline, details, source) | Key company strengths and competitive advantages.                                                     |
    | `weakness`               | array of objects (headline, details, source) | Key company weaknesses or vulnerabilities.                                                            |
    | `competitive_moat`       | array of objects (type, details)             | Sources of competitive moat (e.g., network effects, switching costs, data advantage).                 |
    | `key_risks`              | array of objects (headline, details, source) | Material risks facing the company.                                                                    |
    | `key_highlights`         | array of objects (headline, details, source) | Notable positive highlights or milestones.                                                            |
    | `customer_concentration` | object (classification, details)             | Assessment of revenue/customer concentration risk (e.g., Low, Medium, High).                          |
    | `peers`                  | array of objects (name, description, type)   | Competitor and peer companies with relationship type (direct peer, broad incumbent, emerging player). |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "market_position": "Ramp is a private financial technology company founded in 2019 and headquartered in New York, serving over 70,000 businesses including Notion, Shopify, Webflow, Eventbrite, Poshmark, Quora, Visa, Uber, and Figma. The company has raised over $3 billion in equity financing across rounds led by Founders Fund, ICONIQ, GIC, and Ontario Teachers' Pension Plan, reaching a $44 billion valuation at its June 2026 Series F. Ramp crossed $1 billion in annualized revenue with positive free cash flow in 2026 and processes over $200 billion in annualized purchase volume across more than 180 countries. The company positions itself as the leading AI-native challenger to legacy spend management point solutions like Brex (cards), Bill.com (AP), Concur (expenses), Navan (travel), and Coupa (procurement).",
              "strengths": [
                {
                  "details": "Ramp's AI agents (auto-coding, fraud detection, procurement, accounting) are trained on transaction patterns from 70,000+ businesses processing $200B annually. As the customer base and purchase volume grow, model accuracy and benchmark pricing intelligence improve — making the platform harder to replicate and accelerating expansion via AI-led upsell. (Source: WXP3DKHQQX)",
                  "headline": "AI data flywheel compounds with every new customer"
                },
                {
                  "details": "Enterprise customers grew 133% YoY in 2025 but still represent a fraction of the 70,000+ base. Custom pricing, dedicated account management, and Workday/Oracle integrations open the door to much larger ACVs as the land-and-expand motion matures. (Source: WX5TAN7CEX)",
                  "headline": "Enterprise upmarket motion still in early innings",
                  "source": [
                    "https://www.pymnts.com/news/b2b-payments/2026/ramp-launches-ai-agents-to-automate-corporate-procurement/"
                  ]
                },
                {
                  "details": "Billhop acquisition plus London and Stockholm offices directly onboard UK and EU businesses starting summer 2026, backed by UK government support. Ramp currently serves customers in 180+ countries but generates the bulk of revenue domestically — converting existing global usage into localized revenue is a multi-year tailwind. (Source: WX2RYGONBY)",
                  "headline": "International expansion unlocks the next several multiples of TAM",
                  "source": [
                    "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                  ]
                },
                {
                  "details": "Token Spend Management (Anthropic/OpenAI/Cursor cost tracking), Ramp Stack for accounting firms ($150B sector with 300K accountant shortage), and AI Procurement Agents (16% vendor cost savings, 46 hrs/month saved) are net-new revenue lines that did not exist 18 months ago — each compounds on the existing customer base with minimal incremental CAC. (Source: WX4NSNAWQC)",
                  "headline": "New AI-native products open fresh revenue categories",
                  "source": [
                    "https://letsdatascience.com/news/ramp-launches-stack-ai-operating-system-for-accounting-firms-929f7472"
                  ]
                },
                {
                  "details": "Customers consolidate 4+ tools (cards, expenses, AP, travel, procurement) into Ramp, with data flowing into NetSuite, QuickBooks, Xero, Sage, Workday, and Oracle. Once embedded in financial close workflows, replacement costs — re-integrating ERP, retraining AP teams, recreating policy logic — make churn low and expansion high. (Source: WXP3DKHQQX)",
                  "headline": "All-in-one platform creates structural switching costs"
                }
              ],
              "weakness": [
                {
                  "details": "Ramp's primary revenue stream is interchange fees on $200B in annualized purchase volume. Regulatory pressure (e.g., expansion of Durbin-style caps or credit-card interchange reform) or Visa/Mastercard rate cuts could materially compress unit economics, forcing a faster shift to subscription revenue that is not yet at the scale needed to offset the loss. (Source: WXP3DKHQQX)",
                  "headline": "Interchange regulation could compress core revenue"
                },
                {
                  "details": "Ramp's growth strategy depends on winning large enterprise customers from SAP Concur, Coupa, and Oracle, which have multi-decade integrations with ERP systems and procurement workflows. As those incumbents add their own AI agents, Ramp's \"AI-first\" differentiation narrows and the cost of displacing entrenched systems rises. (Source: WX1VVEDVDP)",
                  "headline": "Enterprise incumbents could lock out upmarket expansion",
                  "source": [
                    "https://ramp.com/blog/brex-vs-concur-vs-ramp"
                  ]
                },
                {
                  "details": "A disproportionate share of named customers — Notion, Shopify, Figma, Webflow, Quora, Poshmark, Eventbrite, Marqeta — are technology and growth-stage companies. A SaaS/tech spending downturn would simultaneously slow customer growth and reduce average purchase volume per card, hitting interchange revenue twice. (Source: WXP3DKHQQX)",
                  "headline": "Customer concentration in tech/SaaS creates cyclical exposure"
                },
                {
                  "details": "Ramp's valuation premium rests heavily on AI-led automation claims (90% auto-coding, autonomous payments, 27M+ hours saved). If customers find that AI-generated outputs require substantial human-in-the-loop correction — or if comparable AI features reach competitors — the differentiated ROI story underpinning the $44B valuation weakens. (Source: WXP3DKHQQX)",
                  "headline": "AI agent hype cycle could reverse customer ROI narratives"
                },
                {
                  "details": "Ramp has simultaneously launched Ramp Stack for accounting firms, Token Spend Management, Stablecoin Accounts, Investment Accounts, Applied AI Solutions, and integrated acquisitions (Billhop, Juno, Midday). Each represents a separate go-to-market motion; dilution of focus and integration overhead could slow the core platform while capital and talent spread thin. (Source: WXPK75XU7Y)",
                  "headline": "Multiple unproven product bets distract from core spend platform",
                  "source": [
                    "https://angelinvestorsnetwork.com/venture-capital/ramp-750m-funding-round-b2b-saas-investors"
                  ]
                }
              ],
              "competitive_moat": [
                {
                  "details": "Ramp's AI agents are trained on transaction patterns from 70,000+ customer businesses processing $200 billion in annualized purchase volume across 180+ countries. This dataset enables vendor pricing benchmarks, AI spending benchmarks, and 90% auto-coding accuracy — a proprietary data flywheel that competitors cannot replicate without equivalent scale.",
                  "type": {
                    "code": "data_advantage",
                    "label": "Data Advantage"
                  }
                },
                {
                  "details": "Native bidirectional ERP integrations with QuickBooks, Xero, NetSuite, Sage Intacct, Workday, and Oracle create deep workflow dependency. Customers consolidate from 4+ point solutions (Brex cards, Expensify, Bill.com, Concur, Coupa), and case studies (Studs, Advisor360°) document consolidation pain reversal. Procurement workflows embed contract review and vendor onboarding data into the platform.",
                  "type": {
                    "code": "switching_costs",
                    "label": "Switching Costs"
                  }
                },
                {
                  "details": "TD SYNNEX distribution agreement reaches U.S. resellers and managed service providers. Deepened Visa partnership positions Ramp as infrastructure for autonomous AI-powered corporate payments. 200+ integration marketplace leverages existing ERP and SaaS customer relationships for embedded distribution.",
                  "type": {
                    "code": "distribution_advantage",
                    "label": "Distribution Advantage"
                  }
                },
                {
                  "details": "Interchange-funded free tier enables customer acquisition at negative net cost while generating transaction-fee revenue. 70,000+ customer scale provides negotiating leverage with card networks and vendors (Billhop drove down cost base by 50% while growing volume 100%+). AI auto-coding at 90% accuracy reduces operational cost per transaction.",
                  "type": {
                    "code": "cost_advantage",
                    "label": "Cost Advantage"
                  }
                },
                {
                  "details": "Ramp's AI agent deployment is cited in Harvard Business Review as a leading example of agentic AI in finance. The $44 billion valuation, Ramp AI Index research publications, and OnRamp annual conference establish category leadership in AI-native spend management.",
                  "type": {
                    "code": "intangible_assets",
                    "label": "Intangible Assets"
                  }
                },
                {
                  "details": "Beyond ERP integrations, Ramp's 200+ integration marketplace, Moment treasury partnership, Visa payment rails, Accounting Seed integration, and Stripe connectivity create a multi-sided ecosystem. Contractors, vendors, and employees interact with Ramp rails (e.g., Juno guest travel), expanding lock-in beyond the buyer.",
                  "type": {
                    "code": "ecosystem_lock_in",
                    "label": "Ecosystem Lock In"
                  }
                }
              ],
              "key_risks": [
                {
                  "details": "Ramp's free tier is monetized primarily through interchange fees on $200B in annualized purchase volume. Any expansion of Durbin-style regulation to commercial cards, or Visa/Mastercard rate adjustments, would directly compress the company's largest revenue stream.",
                  "headline": "Heavy revenue concentration in interchange fees exposes Ramp to card-network and regulatory changes"
                },
                {
                  "details": "Ramp's own comparison pages reference direct competition with Brex, Bill.com, Expensify, Navan, and Rippling, plus incumbents like SAP Concur and Coupa that have deeper enterprise footprints and longer integration histories.",
                  "headline": "Intense competition from well-capitalized direct and incumbent peers",
                  "source": [
                    "https://ramp.com/blog/brex-vs-concur-vs-ramp"
                  ]
                },
                {
                  "details": "Recent valuation is roughly 40x+ revenue, leaving limited margin for the kind of growth deceleration, churn, or margin compression typical of high-multiple fintechs.",
                  "headline": "$44B valuation on ~$1B ARR implies elevated execution expectations",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-raises-series-f-at-44-billion-valuation-302791103.html"
                  ]
                },
                {
                  "details": "UK and EU expansion hinges on the March 2026 Billhop acquisition. Opening first international offices in London and Stockholm with plans to double UK headcount in 12 months carries significant execution and regulatory licensing risk in new geographies.",
                  "headline": "International expansion via Billhop is recent and unproven",
                  "source": [
                    "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                  ]
                },
                {
                  "details": "Ramp Banking is FDIC-insured through partner banks, and the platform runs on Visa rails and Moment for fixed-income products. Loss or renegotiation of any core partner relationship would materially impact product availability.",
                  "headline": "Reliance on third-party banking and card-rail partners creates structural dependency"
                },
                {
                  "details": "Limited management-team disclosure shows only one named executive (CEO) among multiple co-founders. Heavy public association with the CEO creates transition risk if leadership changes during a critical scaling phase.",
                  "headline": "Key-person dependency on co-founder/CEO Eric Glyman",
                  "source": [
                    "https://www.cnbc.com/2026/06/04/ramp-valuation-funding-ai-spend.html"
                  ]
                }
              ],
              "key_highlights": [
                {
                  "details": "Ramp crossed $1B in annualized revenue by 2025-2026 while reporting positive free cash flow — a rare combination at this growth stage that validates the interchange-plus-subscription model.",
                  "headline": "$1B+ ARR with positive free cash flow reached in ~6 years",
                  "source": [
                    "https://angelinvestorsnetwork.com/venture-capital/ramp-750m-funding-round-b2b-saas-investors"
                  ]
                },
                {
                  "details": "$750M Series F (June 2026) at $44B post-money, nearly tripling from ~$16B one year prior, led by ICONIQ, GIC, and Ontario Teachers' Pension Plan with participation from Goldman Sachs Alternatives, Morgan Stanley, T. Rowe Price, and Coatue.",
                  "headline": "$44B valuation with 38% step-up in 7 months from $32B",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-raises-series-f-at-44-billion-valuation-302791103.html"
                  ]
                },
                {
                  "details": "Customer base scaled from 50,000+ (late 2025) to 70,000+ with purchase volume growing ~170% YoY in March 2026 — the highest growth rate in three years.",
                  "headline": "70,000+ customers and $200B annualized purchase volume"
                },
                {
                  "details": "Demonstrates successful upmarket expansion into mid-market and enterprise tiers, validated by customers including Visa, Uber, Shopify, Figma, and Notion.",
                  "headline": "Enterprise customer base grew 133% YoY in 2025",
                  "source": [
                    "https://www.pymnts.com/news/b2b-payments/2026/ramp-launches-ai-agents-to-automate-corporate-procurement/"
                  ]
                },
                {
                  "details": "Four AI agents in AP alone, 90% auto-coding accuracy, OCR at 99% accuracy, and Token Spend Management product — all trained on aggregated transaction data that compounds with scale.",
                  "headline": "AI-first platform with proprietary data moat from 70K+ customer transaction patterns"
                },
                {
                  "details": "Visa partnership for autonomous corporate payments; TD SYNNEX distribution to U.S. resellers/MSPs; Moment integration drove $1B+ in new Investment Account deposits within 3 months.",
                  "headline": "Strategic partnerships with Visa, TD SYNNEX, and Moment create distribution and infrastructure moats",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-and-td-synnex-partner-to-bring-modern-financial-operations-to-the-global-technology-channel-302780818.html"
                  ]
                },
                {
                  "details": "Quantified customer outcomes across 70K+ businesses demonstrate a clear, measurable ROI that supports low-friction self-serve and enterprise sales motions.",
                  "headline": "27M+ hours and $12B+ saved for customers; median customer saves 5%",
                  "source": [
                    "https://economictimes.indiatimes.com/tech/funding/fintech-firm-ramps-valuation-surges-to-44-billion-on-ai-driven-growth/articleshow/131507823.cms"
                  ]
                }
              ],
              "customer_concentration": {
                "details": "Ramp serves 70,000+ businesses across SMB, mid-market, and enterprise tiers, with the free core product generating interchange revenue from thousands of cardholders. Enterprise logos (Visa, Uber, Shopify, Figma, Notion) are individually material for case studies but unlikely to represent a disproportionate share of total revenue given the breadth of the base. Enterprise customer count grew 133% YoY in 2025, expanding the large-account segment but from a small base. The freemium model's dependence on interchange spreads revenue risk across transaction volume rather than a few anchor contracts. No single customer is disclosed as contributing a material percentage of revenue. Remaining risk is enterprise concentration within the highest-ARR tier, which is partially mitigated by the 27,000+ hour cumulative customer outcome metric indicating distributed engagement.",
                "classification": {
                  "code": "Low",
                  "label": "Low"
                }
              },
              "peers": [
                {
                  "description": "Direct competitor combining corporate cards, expense management, and bill pay for SMBs and enterprises. Most head-to-head competitor in the AI-native spend management category, with comparable PLG motion and interchange-funded free tier.",
                  "name": "Brex",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Public B2B AP and bill pay platform directly competing with Ramp's AP offering. Ramp markets itself as requiring 7x fewer clicks than Bill.com for invoice processing.",
                  "name": "Bill.com",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Corporate travel and expense management platform directly competing with Ramp Travel and Expense. Combines travel booking with card and expense workflows for similar SMB/mid-market customers.",
                  "name": "Navan",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Spend management platform combining corporate cards, AP, and expense management for mid-market companies. Competes for the same AI-first, all-in-one positioning as Ramp.",
                  "name": "Airbase",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Public expense management platform competing with Ramp's expense product. Historically strong in SMB expense reports; Ramp positions its autonomous Policy Agent as a step-change replacement.",
                  "name": "Expensify",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "European spend management platform combining cards, AP, and expense for SMBs and mid-market. Direct competitor for Ramp's UK and EU expansion plans following the Billhop acquisition.",
                  "name": "Spendesk",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Enterprise expense management and travel platform owned by SAP. Competes at the high end of Ramp's enterprise tier with deeper ERP integrations and longer-tenured enterprise relationships; Ramp cites customers replacing Concur (e.g., ABB Optical Group).",
                  "name": "SAP Concur",
                  "type": {
                    "code": "broad_incumbent",
                    "label": "Broad Incumbent"
                  }
                },
                {
                  "description": "Enterprise procurement and spend management platform. Directly competes with Ramp's procurement and AP offerings at the enterprise tier, with broader source-to-pay capabilities but heavier implementation cycles.",
                  "name": "Coupa Software",
                  "type": {
                    "code": "broad_incumbent",
                    "label": "Broad Incumbent"
                  }
                },
                {
                  "description": "Established corporate card issuer competing with Ramp's card product at the enterprise and middle-market tier. Differentiates on card rewards and brand rather than integrated software workflows.",
                  "name": "American Express Business",
                  "type": {
                    "code": "broad_incumbent",
                    "label": "Broad Incumbent"
                  }
                },
                {
                  "description": "Mid-market procurement and AP platform with partial product overlap to Ramp's procurement module. Smaller scale and narrower scope, but competitive in the procurement-only evaluation set.",
                  "name": "Procurify",
                  "type": {
                    "code": "emerging_player",
                    "label": "Emerging Player"
                  }
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json expandable theme={null}
        {
              "market_position": "n8n is a Berlin-headquartered workflow automation platform founded in 2019 by Jan Oberhauser. As of May 2026, the company is valued at $5.2 billion, making it the most valuable German AI company. n8n serves more than 1,400 enterprise customers and 1.7 million monthly active developers, with a 200,000+ member community and 194,000+ GitHub stars placing it among the Top 50 GitHub projects. Its primary GTM motion is product-led growth complemented by enterprise field sales and strategic OEM/channel partnerships with SAP and Deutsche Telekom.",
              "strengths": [
                {
                  "details": "Native embedding in SAP's Business AI Platform gives n8n immediate reach into tens of thousands of SAP enterprise customers. If even a modest fraction of the SAP base adopts n8n for cross-system orchestration, enterprise ARR could compound rapidly and validate the multi-year commercial partnership thesis.",
                  "headline": "SAP Joule Studio embedding unlocks massive enterprise distribution.",
                  "source": [
                    "https://www.verdict.co.uk/news/sap-invests-n8n/"
                  ]
                },
                {
                  "details": "With 194k+ GitHub stars, 1.7M+ monthly active developers, and 10,000+ community templates, n8n benefits from a self-reinforcing adoption loop where each new template/integration pulls more users. This bottom-up funnel — proven at scale by open-source winners like MongoDB and GitLab — lowers customer acquisition cost and feeds cloud/enterprise conversions.",
                  "headline": "Open-source community flywheel compounds developer adoption.",
                  "source": [
                    "https://n8n.io/workflows/"
                  ]
                },
                {
                  "details": "Native AI Agent Builder, RAG system builder, LangChain integration, and MCP support position n8n at the orchestration layer of agentic AI — a category projected to expand as enterprises move AI agents from pilot to production. Being LLM-agnostic (OpenAI, Anthropic, Google, Mistral, local Ollama) avoids vendor lock-in risk and widens TAM.",
                  "headline": "AI agent/RAG positioning captures the agentic AI wave.",
                  "source": [
                    "https://n8n.io/ai-agents/"
                  ]
                },
                {
                  "details": "Execution-based pricing (one execution = full workflow run) and self-hosting option yield 80–90% cost advantage over Zapier at scale. As enterprise automation spend scales with AI adoption, this structural pricing edge should drive migration of high-volume customers from Zapier to n8n, accelerating revenue capture.",
                  "headline": "Cost advantage vs. Zapier drives workload consolidation.",
                  "source": [
                    "https://tech-insider.org/n8n-vs-zapier-2026/"
                  ]
                },
                {
                  "details": "EU data residency (Frankfurt hosting), GDPR compliance, and German HQ position n8n as the default choice for European enterprises seeking alternatives to US AI providers. With SAP, Deutsche Telekom, and Mercedes-Benz as flagship adopters, n8n is consolidating as the de facto European automation stack.",
                  "headline": "European AI sovereignty tailwinds accelerate adoption.",
                  "source": [
                    "https://n8n.io/"
                  ]
                }
              ],
              "weakness": [
                {
                  "details": "Three separate waves of critical vulnerabilities in 12 months — including actively exploited RCE and credential exposure — have already triggered CISA mandates and EU national advisories. Each new disclosure accelerates customer churn to incumbents and forces costly audit/legal cycles; at scale, breach-driven reputational damage could materially compress the addressable enterprise pipeline.",
                  "headline": "Security vulnerabilities compound and erode enterprise trust.",
                  "source": [
                    "https://ccb.belgium.be/advisories/warning-critical-vulnerabilities-n8n-patch-immediately"
                  ]
                },
                {
                  "details": "The €60M SAP investment values n8n at $5.2B but cements SAP as both largest commercial partner and shareholder. Long-term, SAP has economic incentive to internalize automation (Joule Studio roadmap already embeds n8n), and rival ERP suites (Oracle, Salesforce, Workday) may deprioritize n8n integrations, narrowing distribution.",
                  "headline": "SAP partnership becomes a ceiling, not a floor.",
                  "source": [
                    "https://www.bitget.com/news/detail/12560605408849"
                  ]
                },
                {
                  "details": "Microsoft is integrating Power Automate deeply into Copilot/M365, Salesforce into Einstein/Flow, and ServiceNow into Now Assist — all included in existing enterprise contracts. As LLMs commoditize, low-code workflow agents risk becoming a feature, not a category, pressuring n8n's standalone pricing power.",
                  "headline": "Microsoft and hyperscalers bundle automation into existing seats.",
                  "source": [
                    "https://tech-insider.org/n8n-vs-zapier-2026/"
                  ]
                },
                {
                  "details": "With ~230k total users but only ~1,400 disclosed enterprise customers, the implied free-to-paid conversion ratio is thin. Self-hosted free tier plus growing community/affiliate distribution keeps new logos high but average revenue per user low; competitive pressure on enterprise pricing could prevent path to profitability at the current $5.2B valuation.",
                  "headline": "Open-source flywheel limits revenue capture and unit economics.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "details": "n8n's narrative as 'most valuable German AI company' depends on European data sovereignty demand materializing. Macroeconomic slowdowns in EMEA enterprise IT spend, US AI provider price wars, or weakening GDPR enforcement could blunt the sovereignty premium that currently supports valuation.",
                  "headline": "European AI sovereignty thesis faces execution and macro headwinds.",
                  "source": [
                    "https://n8n.io/"
                  ]
                }
              ],
              "competitive_moat": [
                {
                  "details": "n8n has built a self-reinforcing developer community anchored by 194,063+ GitHub stars (Top 50 GitHub project), 200,000+ community members across Forum and Discord, and 10,000+ community-built workflow templates. Each new user expands the template library and integration ecosystem, increasing switching costs and discoverability for the next cohort.",
                  "type": {
                    "code": "network_effects",
                    "label": "Network Effects"
                  }
                },
                {
                  "details": "1,903 native integrations plus a verified community node marketplace (CTERA, TestMu AI, Browserbase, SUSE) create a two-sided ecosystem where partners build nodes, and users assemble workflows. Once a workflow is operational across dozens of internal systems, the switching cost to rebuild on another platform is meaningful.",
                  "type": {
                    "code": "ecosystem_lock_in",
                    "label": "Ecosystem Lock In"
                  }
                },
                {
                  "details": "Flagship distribution channels include OEM embedding in SAP Joule Studio (€60M strategic investment), Deutsche Telekom certified channel program for mid-market, NVIDIA as strategic investor, and direct enterprise sales to Mercedes-Benz, Vodafone, and Wayfair. This multi-channel reach gives n8n access to SAP's installed base and DT's mid-market network that pure-PLG competitors lack.",
                  "type": {
                    "code": "distribution_advantage",
                    "label": "Distribution Advantage"
                  }
                },
                {
                  "details": "Execution-based pricing (one execution = one full workflow run regardless of step count) versus per-task pricing at Zapier and competitors yields an estimated 80-90% cost advantage at scale; cited example: a mid-size e-commerce company at ~$50/month on n8n vs. $400+/month on Zapier. This pricing architecture is a structural differentiator for cost-sensitive mid-market and high-volume enterprise workloads.",
                  "type": {
                    "code": "cost_advantage",
                    "label": "Cost Advantage"
                  }
                },
                {
                  "details": "Strong brand and trust signals include Top 50 GitHub ranking, 4.9/5 G2 rating, \"Most Valuable German AI Company\" positioning at €5.2B valuation, SOC 2 Type II and GDPR certifications, and EU (Frankfurt) data residency. These reduce enterprise procurement friction and support premium pricing.",
                  "type": {
                    "code": "intangible_assets",
                    "label": "Intangible Assets"
                  }
                },
                {
                  "details": "Switching costs are moderate and bidirectional: complex multi-step workflows with AI agents, RAG pipelines, and embedded integrations create rebuild friction, but the fair-code license and self-hosting capability deliberately reduce vendor lock-in, capping the switching-cost moat relative to fully proprietary SaaS peers.",
                  "type": {
                    "code": "switching_costs",
                    "label": "Switching Costs"
                  }
                }
              ],
              "key_risks": [
                {
                  "details": "CISA confirmed active exploitation of CVE-2025-68613 (RCE) impacting ~103,000 of n8n's ~230,000 users; Belgium's CCB disclosed three severe vulnerabilities with CVSS 8.7–9.4 in March 2026; Pillar Security disclosed two further critical RCE/credential-exposure flaws. Persistent security incidents undermine enterprise procurement confidence and elevate compliance friction.",
                  "headline": "Repeated critical security vulnerabilities disclosed by CISA and EU authorities.",
                  "source": [
                    "https://go.theregister.com/feed/www.theregister.com/2026/03/12/cisa_n8n_rce/"
                  ]
                },
                {
                  "details": "Fair-code license permits free unlimited self-hosted usage; with only ~230k users and 1,400 paying enterprise customers, conversion from community to paid tiers is structurally constrained and revenue per install may be modest.",
                  "headline": "Open-source distribution model caps monetization from largest user base.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "details": "Faces direct competition from Zapier, Make, Workato, Tray.io, plus deep-pocketed incumbents bundling automation (Microsoft Power Automate via Copilot, Salesforce Flow, ServiceNow). SAP, Workday, and ServiceNow also have strategic incentive to keep automation in-house.",
                  "headline": "Crowded competitive landscape against well-funded incumbents.",
                  "source": [
                    "https://tech-insider.org/n8n-vs-zapier-2026/"
                  ]
                },
                {
                  "details": "Core AI value proposition relies on external LLMs (OpenAI, Anthropic, Google, Mistral) and Model Context Protocol ecosystems; pricing changes, API deprecations, or competitive moves by these providers directly affect n8n's economics and feature parity.",
                  "headline": "High dependency on third-party AI model providers and platforms.",
                  "source": [
                    "https://erp.today/sap-sapphire-madrid-autonomous-enterprise-ai-sovereignty/"
                  ]
                },
                {
                  "details": "Operating geographies list EMEA/DE as primary markets served; while enterprise customers span multiple continents, no explicit global footprint claim is made, and recent flagship partnerships (SAP, Deutsche Telekom) are predominantly EMEA-based.",
                  "headline": "Geographic concentration in Europe amid uneven global scaling signals.",
                  "source": [
                    "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                  ]
                },
                {
                  "details": "Founder Jan Oberhauser remains the public face; other leadership is shown only as VPs (Sales, Engineering, Operations, Product, Interim Finance) with no C-suite beyond CEO. Heavy founder dependency and a thin C-level bench raise key-person and scaling-execution risk.",
                  "headline": "Founder/CEO-led company with limited disclosed executive bench depth.",
                  "source": [
                    "https://www.eu-startups.com/2026/03/the-eu-startups-podcast-interview-with-jan-oberhauser-founder-and-ceo-of-n8n/"
                  ]
                }
              ],
              "key_highlights": [
                {
                  "details": "1,400+ enterprise customers including Mercedes-Benz, Deutsche Telekom, Vodafone, Wayfair, SAP, Miro, Musixmatch, and Huel — spanning automotive, telecom, e-commerce, and software.",
                  "headline": "Strong enterprise customer logos across verticals.",
                  "source": [
                    "https://www.pymnts.com/news/investment-tracker/2026/sap-integrates-n8n-to-scale-agentic-ai-for-enterprises/"
                  ]
                },
                {
                  "details": "Valuation rose from $2.5B at October 2025 Series C to $5.2B at May 2026 SAP strategic investment, reflecting exceptional investor confidence and rapid enterprise traction.",
                  "headline": "Valuation more than doubled to $5.2B in less than a year.",
                  "source": [
                    "https://www.tradingview.com/news/eqs:45cf7a3e8094b:0-n8n-valuation-doubles-to-5-2bn-as-sap-makes-strategic-investment-and-plans-to-embed-the-ai-platform-into-joule-studio/"
                  ]
                },
                {
                  "details": "SAP invested €60M for a ~1.3% minority stake and committed to a multi-year commercial partnership embedding n8n natively inside SAP's Joule Studio AI environment, opening access to the global SAP enterprise installed base.",
                  "headline": "Flagship SAP strategic investment and Joule Studio embedding.",
                  "source": [
                    "https://www.bitget.com/news/detail/12560605408849"
                  ]
                },
                {
                  "details": "Backed by Sequoia, Accel, Felicis, Highland Europe, HV Capital, Meritech, Redpoint, plus strategic investors NVIDIA, Deutsche Telekom (T.Capital), and now SAP — a Tier-1 roster uncommon at the Series C stage.",
                  "headline": "Top-tier institutional investor syndicate validates category leadership.",
                  "source": [
                    "https://www.pymnts.com/news/investment-tracker/2026/sap-integrates-n8n-to-scale-agentic-ai-for-enterprises/"
                  ]
                },
                {
                  "details": "194,063+ GitHub stars (Top 50 GitHub project globally), 200,000+ community members across Discord/Forum, 1.7M+ monthly active developers, 10,000+ workflow templates, and a 4.9/5 G2 rating.",
                  "headline": "Exceptional open-source community traction and developer mindshare.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "details": "Vodafone saved £2.2M via threat intelligence automation; Stepstone sped up integration by 25x (2 weeks → 2 hours); Huel saved 1,000 hours annually; Mercedes-Benz engaged 1,500+ employees in a hackathon.",
                  "headline": "Quantifiable ROI at enterprise customers proves product-market fit.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "details": "One workflow execution = one run regardless of steps or data volume, compared with per-task pricing of Zapier; cited as 80–90% cost advantage at scale, allowing customers to consolidate workloads on a single platform.",
                  "headline": "Execution-based pricing model creates structural cost advantage at scale.",
                  "source": [
                    "https://tech-insider.org/n8n-vs-zapier-2026/"
                  ]
                }
              ],
              "customer_concentration": {
                "details": "n8n serves 1,400+ enterprise customers spanning automotive (Mercedes-Benz), telecommunications (Deutsche Telekom, Vodafone), software (Miro, Wayfair), food/nutrition (Huel), music (Musixmatch), staffing (Stepstone), and tech (SAP), indicating broad industry diversification rather than single-vertical dependency. Marquee logos like SAP and Deutsche Telekom are simultaneously strategic investors and channel partners, which raises some concentration risk on revenue tied to the SAP Joule Studio OEM relationship and Deutsche Telekom mid-market channel. However, the product-led growth funnel (14-day free trial, 194k GitHub stars, 1.7M monthly active developers) and broad self-serve cloud base mitigate dependency on any single account. Overall, concentration is moderate, with the principal exposure being channel-led rather than account-led churn.",
                "classification": {
                  "code": "Moderate",
                  "label": "Moderate"
                }
              },
              "peers": [
                {
                  "description": "Market-leading no-code workflow automation platform with the largest integration catalog and SMB/mid-market customer base. Direct head-to-head competitor to n8n in visual workflow building, though Zapier uses per-task pricing and is more closed-source.",
                  "name": "Zapier",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Visual automation platform with strong European footprint and developer-friendly pricing. Competes directly with n8n on visual builder, integration breadth, and SMB/mid-market segments; also pursues AI agent use cases.",
                  "name": "Make (formerly Integromat)",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Enterprise iPaaS platform combining workflow automation, integration, and AI agents for large enterprises. Competes with n8n at the high end of the market, especially for ERP/CRM-connected enterprise automation.",
                  "name": "Workato",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Enterprise integration platform (iPaaS) with a low-code builder, targeting SaaS-to-SaaS and system-of-record integrations. Direct competitor to n8n's enterprise tier for cross-system workflows and API orchestration.",
                  "name": "Tray.io",
                  "type": {
                    "code": "direct_peer",
                    "label": "Direct Peer"
                  }
                },
                {
                  "description": "Microsoft's workflow automation suite deeply embedded in Microsoft 365, Dynamics, and Azure. Competes with n8n broadly by bundling automation into existing enterprise seats, including via Copilot AI features.",
                  "name": "Microsoft Power Automate",
                  "type": {
                    "code": "broad_incumbent",
                    "label": "Broad Incumbent"
                  }
                },
                {
                  "description": "Enterprise workflow and IT service management platform with Now Assist AI agents. Overlaps with n8n in ITOps and SecOps automation, but sells as part of a much broader enterprise service management suite.",
                  "name": "ServiceNow",
                  "type": {
                    "code": "broad_incumbent",
                    "label": "Broad Incumbent"
                  }
                },
                {
                  "description": "Public RPA/automation leader expanding into agentic AI and orchestration. Comparable to n8n for process automation use cases, though traditionally focused on attended/unattended bots rather than visual workflow APIs.",
                  "name": "UiPath",
                  "type": {
                    "code": "broad_incumbent",
                    "label": "Broad Incumbent"
                  }
                },
                {
                  "description": "Open-source framework for building LLM applications and AI agents. n8n integrates LangChain natively but also competes for AI-agent developer mindshare among teams building RAG and multi-agent workflows.",
                  "name": "LangChain",
                  "type": {
                    "code": "emerging_player",
                    "label": "Emerging Player"
                  }
                },
                {
                  "description": "Framework for orchestrating multi-agent AI systems. Competes with n8n's AI Agent Builder at the orchestration layer for teams building production agentic workflows.",
                  "name": "CrewAI",
                  "type": {
                    "code": "emerging_player",
                    "label": "Emerging Player"
                  }
                },
                {
                  "description": "Developer-first workflow orchestration platform used for durable execution of long-running processes. Adjacent to n8n for technical teams needing reliable, code-first workflow execution rather than visual low-code automation.",
                  "name": "Temporal Technologies",
                  "type": {
                    "code": "emerging_player",
                    "label": "Emerging Player"
                  }
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Digital Presence (1 fields)">
    `digital_presence` Company's presence across social and digital platforms.

    | **Field**               | **Type**                         | **Description**                                                                                                   |
    | :---------------------- | :------------------------------- | :---------------------------------------------------------------------------------------------------------------- |
    | `social_media_profiles` | array of objects (platform, url) | List of official social media profile links (X, YouTube, Facebook, LinkedIn, Instagram, Pinterest, TikTok, etc.). |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json theme={null}
        {
              "social_media_profiles": [
                {
                  "platform": "linkedin",
                  "url": "https://www.linkedin.com/company/ramp"
                },
                {
                  "platform": "x",
                  "url": "https://x.com/tryramp"
                },
                {
                  "platform": "facebook",
                  "url": "https://www.facebook.com/rampcard"
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "social_media_profiles": [
                {
                  "platform": "x",
                  "url": "https://x.com/n8n_io"
                },
                {
                  "platform": "github",
                  "url": "https://github.com/n8n-io/n8n"
                },
                {
                  "platform": "youtube",
                  "url": "https://www.youtube.com/c/n8n-io"
                },
                {
                  "platform": "linkedin",
                  "url": "https://www.linkedin.com/company/n8n"
                },
                {
                  "platform": "facebook",
                  "url": "https://www.facebook.com/n8nio"
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Trust Signal (4 fields)">
    `trust_signal` Third-party validation signals covering certifications, regulatory/legal activity, external recognition, and intellectual property.

    | **Field**            | **Type**                                                    | **Description**                                                                                                                                                                    |
    | :------------------- | :---------------------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
    | `compliance`         | array of objects (class, name, description, source)         | Certifications, standards, and regulatory frameworks the company adheres to (e.g., SOC 2 Type II, GDPR, HIPAA), including badge/attestation confirmations.                         |
    | `regulatory_updates` | array of objects (title, type, description, source)         | Legal and regulatory activity involving the company — investigations, lawsuits, approvals, or agency actions — tagged by type (e.g., investigation, lawsuit, approval).            |
    | `awards`             | array of objects (title, body, type, description, source)   | External recognition such as best-in-class list placements, customer/peer review ratings, analyst rankings, or market performance milestones.                                      |
    | `ip`                 | array of objects (title, type, status, description, source) | Intellectual property activity including patents and trademarks, with filing/grant status (e.g., Filed Pending, Registered Granted) and type (inventions/methods, brand identity). |

    **View Samples**

    <Tabs>
      <Tab title="n8n">
        ```json theme={null}
        {
                    "compliance": [
                      {
                        "class": {
                          "code": "soc",
                          "label": "Soc"
                        },
                        "name": {
                          "code": "soc2_type2",
                          "label": "Soc2 Type2"
                        },
                        "description": "SOC 2 Type II certification confirmed with badge displayed. Regular external penetration testing performed.",
                        "source": ["https://n8n.io/integrations/"]
                      },
                      {
                        "class": {
                          "code": "privacy_data_protection",
                          "label": "Privacy Data Protection"
                        },
                        "name": {
                          "code": "gdpr_compliant",
                          "label": "Gdpr Compliant"
                        },
                        "description": "GDPR compliance confirmed with badge displayed on security page. Data stored in EU (Frankfurt, Germany) for cloud deployments.",
                        "source": ["https://n8n.io/integrations/"]
                      }
                    ],
                    "regulatory_updates": [
                      {
                        "title": "CISA RCE Vulnerability Exploitation",
                        "type": "investigation",
                        "description": "CISA announced hackers are exploiting a critical remote code execution vulnerability in the n8n workflow automation platform, with a large share of self-hosted users appearing vulnerable.",
                        "source": ["https://go.theregister.com/feed/www.theregister.com/2026/03/12/cisa_n8n_rce/"]
                      },
                      {
                        "title": "Belgium Critical Security Advisory",
                        "type": "investigation",
                        "description": "The Centre for Cybersecurity Belgium issued a critical advisory disclosing several severe vulnerabilities in n8n with high CVSS scores.",
                        "source": ["https://ccb.belgium.be/advisories/warning-critical-vulnerabilities-n8n-patch-immediately"]
                      }
                    ],
                    "awards": [
                      {
                        "title": "Top 50 GitHub Project",
                        "body": "GitHub",
                        "type": {
                          "code": "best_in_class_list",
                          "label": "Best-in-class list"
                        },
                        "description": "Ranked among Top 50 GitHub projects with 194,063+ stars, indicating extreme popularity and community trust.",
                        "source": ["https://n8n.io/"]
                      },
                      {
                        "title": "Most Valuable German AI Company",
                        "body": "Industry Reporting",
                        "type": {
                          "code": "analyst_ranking",
                          "label": "Analyst Ranking"
                        },
                        "description": "Valued at €5.2 billion, making n8n the most valuable German AI company.",
                        "source": ["https://n8n.io/"]
                      }
                    ],
                    "ip": []
                  }
        ```
      </Tab>

      <Tab title="Tesla">
        ```json theme={null}
        {
                    "compliance": [
                      {
                        "class": {
                          "code": "us_federal_defense",
                          "label": "Us Federal Defense"
                        },
                        "name": {
                          "code": "nhtsa_power_steering_investigation_closure",
                          "label": "NHTSA Power Steering Investigation Closure"
                        },
                        "description": "NHTSA closed its multi-year investigation into approximately 376,241 Model 3 and Model Y vehicles regarding power steering loss after Tesla addressed the issue via an over-the-air update and voluntary recall.",
                        "source": ["https://www.tipranks.com/news/tesla-tsla-stock-gains-as-nhtsa-closes-model-3-and-model-y-steering-probe"]
                      }
                    ],
                    "regulatory_updates": [
                      {
                        "title": "NHTSA Power Steering Probe Closure",
                        "type": "investigation",
                        "description": "NHTSA closed its investigation into Tesla vehicles regarding power steering loss after a recall and software update addressed the issue.",
                        "source": ["https://www.benzinga.com/markets/tech/26/06/60146582/nhtsa-closes-tesla-power-steering-probe-after-recall-fix"]
                      },
                      {
                        "title": "FSD Pedestrian Crash Lawsuit Settlement",
                        "type": "lawsuit",
                        "description": "Tesla settled a lawsuit concerning a 2023 pedestrian fatality involving a Model Y operating on Full Self-Driving technology.",
                        "source": ["https://www.engadget.com/2203211/tesla-settles-lawsuit-over-fatal-pedestrian-crash-involving-full-self-driving/"]
                      }
                    ],
                    "awards": [
                      {
                        "title": "Cars.com American Made Index - #1 and #2 Rankings",
                        "body": "Cars.com",
                        "type": {
                          "code": "best_in_class_list",
                          "label": "Best-in-class list"
                        },
                        "description": "Model 3 ranked #1 and Model Y ranked #2 in the 2026 American Made Index for the sixth consecutive year.",
                        "source": ["https://www.ainvest.com/news/tech-lost-4-week-ai-capex-fomo-meets-rate-shock-2606/"]
                      },
                      {
                        "title": "European EV Sales Leadership",
                        "body": "Market Performance",
                        "type": {
                          "code": "market_performance",
                          "label": "Market Performance"
                        },
                        "description": "Tesla sales in Europe rose 77% year-over-year from January through May 2026, led by strong Model Y and Model 3 growth.",
                        "source": ["https://www.nytimes.com/2026/06/26/business/tesla-elon-musk-europe.html"]
                      }
                    ],
                    "ip": [
                      {
                        "title": "Vehicular Seat Suspension System",
                        "type": {
                          "code": "inventions_methods",
                          "label": "Inventions Methods"
                        },
                        "status": {
                          "code": "registered_granted",
                          "label": "Registered Granted"
                        },
                        "description": "Patent granted for an electromagnetic seat suspension system with a crash interlock to prevent seat assembly separation during collisions.",
                        "source": ["https://www.thecooldown.com/green-tech/tesla-explores-new-electromagnetic-seat-system/"]
                      },
                      {
                        "title": "Megapod",
                        "type": {
                          "code": "brand_identity",
                          "label": "Brand Identity"
                        },
                        "status": {
                          "code": "filed_pending",
                          "label": "Filed Pending"
                        },
                        "description": "Trademark filed for a self-contained modular AI computing platform, expanding beyond core EV and energy businesses into data center infrastructure.",
                        "source": ["https://www.techradar.com/pro/megapod-is-the-modular-ai-data-center-kit-that-elon-musks-tesla-wants-to-sell-but-theres-a-tiny-problem-actually-three"]
                      }
                    ]
                  }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Management Profile (2 fields)">
    `management_profile` Executive leadership team profiles.

    | **Field**            | **Type**                                                                                                                             | **Description**                                                                      |
    | :------------------- | :----------------------------------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------- |
    | `number_of_profiles` | integer                                                                                                                              | Count of management profiles included.                                               |
    | `profiles`           | array of objects (name, designation, designation\_category, overview, profile\_commentary, previous\_companies, start\_date, source) | Individual executive/leadership profiles including role, background, and commentary. |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "number_of_profiles": 12,
              "profiles": [
                {
                  "designation": "VP of Product",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "Geoff Charles",
                  "overview": "Vice President of Product at Ramp, overseeing product strategy and development.",
                  "profile_commentary": "Geoff Charles serves as Vice President of Product at Ramp, leading product strategy across the corporate cards, expense management, AP, travel, and procurement offerings."
                },
                {
                  "designation": "Engineering Director, Risk",
                  "designation_category": {
                    "code": "Director",
                    "label": "Director"
                  },
                  "name": "Kevin Sheurs",
                  "overview": "Engineering Director for Risk at Ramp, leading risk engineering initiatives.",
                  "profile_commentary": "Kevin Sheurs serves as Engineering Director of Risk at Ramp, overseeing engineering related to risk management, fraud detection, and transaction security."
                },
                {
                  "designation": "Head of Business and Revenue Operations",
                  "designation_category": {
                    "code": "Head of Department",
                    "label": "Head of Department"
                  },
                  "name": "Megan Yen",
                  "overview": "Head of Business and Revenue Operations at Ramp.",
                  "profile_commentary": "Megan Yen serves as Head of Business and Revenue Operations at Ramp."
                },
                {
                  "designation": "Head of Risk and Finance Engineering",
                  "designation_category": {
                    "code": "Head of Department",
                    "label": "Head of Department"
                  },
                  "name": "Nik Koblov",
                  "overview": "Head of Risk and Finance Engineering at Ramp.",
                  "profile_commentary": "Nik Koblov serves as Head of Risk and Finance Engineering at Ramp."
                },
                {
                  "designation": "Head of Applied AI Platform",
                  "designation_category": {
                    "code": "Head of Department",
                    "label": "Head of Department"
                  },
                  "name": "Rahul Vohra",
                  "overview": "Head of Applied AI Platform at Ramp, leading the company's applied AI engineering platform.",
                  "profile_commentary": "Rahul Vohra serves as Head of Applied AI Platform at Ramp, leading the engineering platform that powers Ramp's autonomous AI agents and applied AI solutions for customers.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-applied-ai-solutions-helping-enterprises-deploy-ai-agents-across-finance-operations-302796179.html"
                  ]
                },
                {
                  "designation": "Head of Enterprise Sales",
                  "designation_category": {
                    "code": "Head of Department",
                    "label": "Head of Department"
                  },
                  "name": "Mark Goldberger",
                  "overview": "Head of Enterprise Sales at Ramp, leading enterprise sales motion.",
                  "profile_commentary": "Mark Goldberger serves as Head of Enterprise Sales at Ramp, leading the direct enterprise sales motion that drove 133% year-over-year enterprise customer growth in 2025.",
                  "source": [
                    "https://www.pymnts.com/news/b2b-payments/2026/ramp-launches-ai-agents-to-automate-corporate-procurement/"
                  ]
                },
                {
                  "designation": "Head of Growth",
                  "designation_category": {
                    "code": "Head of Department",
                    "label": "Head of Department"
                  },
                  "name": "Sri Batchu",
                  "overview": "Head of Growth at Ramp, overseeing growth initiatives.",
                  "profile_commentary": "Sri Batchu serves as Head of Growth at Ramp, overseeing growth strategy for the platform."
                },
                {
                  "designation": "Head of Accountant Channel",
                  "designation_category": {
                    "code": "Head of Department",
                    "label": "Head of Department"
                  },
                  "name": "Brad Gustafson",
                  "overview": "Head of Accountant Channel at Ramp, leading partnerships with accounting firms and the Ramp Stack product line.",
                  "profile_commentary": "Brad Gustafson serves as Head of Accountant Channel at Ramp, overseeing relationships with accounting firms and the rollout of Ramp Stack for the accounting sector."
                },
                {
                  "designation": "Co-Founder",
                  "designation_category": {
                    "code": "Co-founder",
                    "label": "Co-founder"
                  },
                  "name": "Gene Lee",
                  "overview": "Co-founder of Ramp, contributing to the founding leadership team.",
                  "profile_commentary": "Gene Lee is a co-founder of Ramp, part of the founding team that built the company from 2019 into a leading corporate spend management platform."
                },
                {
                  "designation": "VP of Design",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "Diego Zaks",
                  "overview": "Vice President of Design at Ramp, leading product design across the platform.",
                  "profile_commentary": "Diego Zaks serves as Vice President of Design at Ramp, overseeing the user experience and design across Ramp's spend management products."
                },
                {
                  "designation": "Co-Founder and CTO",
                  "designation_category": {
                    "code": "CXO",
                    "label": "CXO"
                  },
                  "name": "Karim Atiyeh",
                  "overview": "Co-founder and CTO of Ramp, overseeing the platform's technology architecture and AI capabilities.",
                  "profile_commentary": "Karim Atiyeh is a co-founder of Ramp serving as Chief Technology Officer, responsible for the engineering and AI systems powering the financial operations platform."
                },
                {
                  "designation": "CEO and Co-Founder",
                  "designation_category": {
                    "code": "Chief Executive Officer",
                    "label": "Chief Executive Officer"
                  },
                  "name": "Eric Glyman",
                  "overview": "CEO and co-founder of Ramp, leading the company's growth from 2019 founding to a $44 billion valuation as a financial operations platform.",
                  "profile_commentary": "Eric Glyman co-founded Ramp in 2019 and serves as CEO. Under his leadership, Ramp has grown to over 70,000 business customers, $1B+ in annualized revenue, positive free cash flow, and a $44 billion valuation as of the June 2026 Series F round. He is publicly visible in major funding announcements, product launches (Ramp Stack, Applied AI Solutions), and strategic partnerships.",
                  "source": [
                    "https://www.cnbc.com/2026/06/04/ramp-valuation-funding-ai-spend.html"
                  ]
                }
              ]
            },
        ```
      </Tab>

      <Tab title="n8n">
        ```json theme={null}
        {
              "number_of_profiles": 6,
              "profiles": [
                {
                  "designation": "Founder and CEO",
                  "designation_category": {
                    "code": "Chief Executive Officer",
                    "label": "Chief Executive Officer"
                  },
                  "name": "Jan Oberhauser",
                  "overview": "Founder and CEO of n8n, the Berlin-based open-source workflow automation platform, leading the company from a community-driven open-source project to a $5.2 billion AI automation company.",
                  "profile_commentary": "Jan Oberhauser founded n8n in 2019 and has remained CEO through its growth into a Top 50 GitHub project with 194,000+ stars, 1,400+ enterprise customers and 1.7 million monthly active developers. He has guided the company through a Series C led by Accel/Nvidia/Deutsche Telekom's T.Capital at a $2.5 billion valuation in October 2025, followed by a €60M SAP strategic investment that doubled the valuation to $5.2 billion in May 2026. His stated philosophy centers on data ownership, self-hosting, and community-driven development, positioning n8n as a European alternative to American AI providers.",
                  "social": {
                    "linkedin": "https://www.linkedin.com/company/n8n/",
                    "x": "https://twitter.com/n8n_io"
                  },
                  "source": [
                    "https://www.eu-startups.com/2026/03/the-eu-startups-podcast-interview-with-jan-oberhauser-founder-and-ceo-of-n8n/"
                  ]
                },
                {
                  "designation": "Vice President of Sales",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "Ben Kiziltug",
                  "overview": "Vice President of Sales at n8n, leading the company's revenue and enterprise sales motion.",
                  "profile_commentary": "Ben Kiziltug serves as VP Sales at n8n, overseeing the company's enterprise field sales organization that targets large organizations including SAP, Deutsche Telekom and Mercedes-Benz. He is responsible for translating the company's product-led and community-driven top of funnel into multi-year commercial partnerships and enterprise license deals.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "designation": "Vice President of Engineering",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "Cornelius Suermann",
                  "overview": "Vice President of Engineering at n8n, leading the engineering organization behind the workflow automation platform.",
                  "profile_commentary": "Cornelius Suermann is VP of Engineering at n8n, responsible for the development of the Node.js-based platform, AI agent and RAG capabilities, and integration ecosystem. He oversees the engineering teams delivering the visual workflow builder, LangChain/MCP interoperability, and the 1,903+ native integrations.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "designation": "Vice President of Operations",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "Claudia Bates",
                  "overview": "Vice President of Operations at n8n, responsible for operational scale and execution.",
                  "profile_commentary": "Claudia Bates serves as VP of Operations at n8n, supporting the company's scaling as it serves 1,400+ enterprise customers, a 200,000+ member community and a self-hostable platform that must operate reliably across cloud and on-premises deployments.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "designation": "Vice President of Product and Design",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "David Roberts",
                  "overview": "Vice President of Product and Design at n8n, leading product strategy and design for the workflow automation platform.",
                  "profile_commentary": "David Roberts serves as VP Product and Design at n8n, overseeing product strategy and UX for the visual workflow builder, AI agent tools, RAG systems and the company's expanding enterprise feature set including SSO, RBAC and audit capabilities.",
                  "source": [
                    "https://n8n.io/"
                  ]
                },
                {
                  "designation": "Interim Vice President of Finance & Legal",
                  "designation_category": {
                    "code": "VP",
                    "label": "VP"
                  },
                  "name": "Michael Kuntz",
                  "overview": "Interim Vice President of Finance and Legal at n8n, overseeing finance and legal functions on an interim basis.",
                  "profile_commentary": "Michael Kuntz serves as Interim VP Finance & Legal at n8n, taking responsibility for financial planning, reporting and legal oversight during a phase in which the company closed a $180M Series C and a €60M SAP strategic investment and grew its valuation to $5.2 billion.",
                  "source": [
                    "https://n8n.io/"
                  ]
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Strategic Signal (5 fields)">
    `strategic_signal` Scale metrics, partnerships, recent moves, leadership changes, and expansion signals.

    | **Field**             | **Type**                                                                           | **Description**                                                                  |
    | :-------------------- | :--------------------------------------------------------------------------------- | :------------------------------------------------------------------------------- |
    | `scale_indicator`     | array of objects (type, value, description, source)                                | Quantitative scale metrics (e.g., MAU, revenue, market share, geographic reach). |
    | `partnership`         | array of objects (name, description, type, strategic\_tier, announced\_on, source) | Strategic partnerships and technology integrations.                              |
    | `recent_move`         | array of objects (type, description, date, source)                                 | Recent strategic actions (product launches, acquisitions, IPO moves, etc.).      |
    | `leadership_change`   | array of objects (title, description, type, source)                                | Notable leadership/executive changes.                                            |
    | `expansion_highlight` | array of objects (type, description)                                               | Highlights of geographic, vertical, product, or channel expansion.               |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "scale_indicator": [
                {
                  "description": "Valuation from $750M Series F funding round announced June 4, 2026, led by ICONIQ, GIC, and Ontario Teachers' Pension Plan. Nearly tripling valuation from approximately $16 billion a year ago and 38% increase from $32 billion valuation in November 2025.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-raises-series-f-at-44-billion-valuation-302791103.html"
                  ],
                  "type": {
                    "code": "valuation",
                    "label": "Valuation"
                  },
                  "value": "$44 billion"
                },
                {
                  "description": "Total equity financing exceeds $3 billion since 2019 founding, including $750M Series F (2026), $300M Series D-2 (November 2025), $300M round (August 2023), $750M (March 2022), $300M Series C (August 2021).",
                  "source": [
                    "https://www.thesaasnews.com/news/ramp-raises-750m-series-f/"
                  ],
                  "type": {
                    "code": "funding_raised",
                    "label": "Funding Raised"
                  },
                  "value": "$3+ billion"
                },
                {
                  "description": "Revenue crossed $1.5 billion ARR by early June 2026 per one source, while others cite $1 billion annualized revenue. Company reports positive free cash flow. Reached over $1B in annualized revenue in just 6 years (2019-2026).",
                  "source": [
                    "https://angelinvestorsnetwork.com/venture-capital/ramp-750m-funding-round-b2b-saas-investors"
                  ],
                  "type": {
                    "code": "revenue",
                    "label": "Revenue"
                  },
                  "value": "$1+ billion annualized revenue"
                },
                {
                  "description": "Company achieved positive free cash flow alongside $1 billion+ annualized revenue as of June 2026.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-raises-series-f-at-44-billion-valuation-302791103.html"
                  ],
                  "type": {
                    "code": "profitability",
                    "label": "Profitability"
                  },
                  "value": "Positive free cash flow"
                },
                {
                  "description": "Ramp serves over 70,000 organizations including Notion, Shopify, Webflow, Eventbrite, Poshmark, Quora, Visa, Uber, and Figma. Customer count grew from 50,000+ reported in late 2025.",
                  "type": {
                    "code": "customer_count",
                    "label": "Customer Count"
                  },
                  "value": "70,000+ businesses"
                },
                {
                  "description": "Ramp processes over $200 billion in annualized purchase volume. Purchase volume grew ~170% year-over-year in March 2026, the highest growth rate in three years.",
                  "source": [
                    "https://angelinvestorsnetwork.com/venture-capital/ramp-750m-funding-round-b2b-saas-investors"
                  ],
                  "type": {
                    "code": "user_engagement",
                    "label": "User Engagement"
                  },
                  "value": "$200 billion annualized purchase volume"
                },
                {
                  "description": "Nearly half of Ramp's customers already transact internationally across more than 180 countries weekly. Company expanding to UK and EU markets directly following Billhop acquisition.",
                  "source": [
                    "https://www.crowdfundinsider.com/2026/03/266670-ramp-acquires-paytech-billhop/"
                  ],
                  "type": {
                    "code": "geographic_reach",
                    "label": "Geographic Reach"
                  },
                  "value": "180+ countries"
                },
                {
                  "description": "Ramp customers have collectively saved 27M+ hours using the platform. Customers using the full Ramp suite saved more than double the dollars and hours compared to the prior year.",
                  "type": {
                    "code": "customer_outcomes",
                    "label": "Customer Outcomes"
                  },
                  "value": "27 million+ hours saved"
                },
                {
                  "description": "Ramp customers have saved more than $12 billion and 27 million hours using the platform. Median customer saves 5% and grows revenue by 16%.",
                  "source": [
                    "https://economictimes.indiatimes.com/tech/funding/fintech-firm-ramps-valuation-surges-to-44-billion-on-ai-driven-growth/articleshow/131507823.cms"
                  ],
                  "type": {
                    "code": "customer_outcomes",
                    "label": "Customer Outcomes"
                  },
                  "value": "$12 billion+ saved"
                },
                {
                  "description": "Customers close books 75% faster and run intake-to-pay 3x more efficiently with full implementation in 30 days or less.",
                  "type": {
                    "code": "operational_performance",
                    "label": "Operational Performance"
                  },
                  "value": "75% faster close, 3x intake-to-pay efficiency"
                },
                {
                  "description": "Enterprise customer base grew 133% year over year in 2025.",
                  "source": [
                    "https://www.pymnts.com/news/b2b-payments/2026/ramp-launches-ai-agents-to-automate-corporate-procurement/"
                  ],
                  "type": {
                    "code": "customer_count",
                    "label": "Customer Count"
                  },
                  "value": "133% enterprise customer growth YoY"
                }
              ],
              "partnership": [
                {
                  "announced_on": {
                    "day": 9,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Strategic partnership to bring institutional-grade cash management and fixed income portfolio access to finance teams directly within Ramp's platform. Combines Moment's fixed income infrastructure (powers trading for firms managing over $10 trillion in assets) with Ramp's financial operations tools. Enables automated treasury management that previously required weeks of onboarding to be completed in minutes. Partnership is live with over $1 billion in new deposits added to Ramp's Investment Account within the past three months. Both companies working toward fully automated treasury lifecycle where cash moves programmatically between operating and investment accounts without manual intervention.",
                  "name": "Moment",
                  "source": [
                    "https://www.prnewswire.com/news-releases/moment-and-ramp-partner-to-bring-institutional-cash-management-to-finance-teams-302795531.html"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "strategic_codevelopment",
                    "label": "Strategic or Co-development Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 26,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "Strategic partnership making Ramp available through TD SYNNEX's authorized reseller network in the United States. TD SYNNEX becomes an authorized distributor of Ramp's all-in-one platform for corporate cards, expenses, bill payments, procurement, and accounting. Partnership expands Ramp's reach into one of the world's largest technology channels. Collaboration across partner enablement, demand generation, sales support, and customer success.",
                  "name": "TD SYNNEX",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-and-td-synnex-partner-to-bring-modern-financial-operations-to-the-global-technology-channel-302780818.html"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "channel_reseller_distributor",
                    "label": "Channel Partner/ Reseller/ Distributor"
                  }
                },
                {
                  "announced_on": {
                    "day": 5,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "Partnership to help small businesses streamline operations by combining OnPay's payroll and HR services with Ramp's finance automation features. Mutual clients receive exclusive benefits including discounted payroll services and $500 bonus for switching platforms. Both companies exploring future collaborations including OnPay sponsoring Ramp's annual OnRamp conference.",
                  "name": "OnPay",
                  "source": [
                    "https://aijourn.com/onpay-and-ramp-announce-partnership-to-help-small-businesses-streamline-operations/"
                  ],
                  "strategic_tier": "Secondary",
                  "type": {
                    "code": "gtm_marketing",
                    "label": "GTM or Marketing Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 24,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Accounting Seed launched a new integration with Ramp that automatically syncs card transactions, vendor payments, and employee reimbursements to the general ledger, eliminating manual reconciliation. Integration enables finance teams to close faster with pre-coded transactions, apply AI-based GL coding, and gain real-time spend visibility across North America, EMEA, and APAC regions. Integration is first of many planned integrations as Accounting Seed expands as an open, AI-native accounting platform.",
                  "name": "Accounting Seed",
                  "source": [
                    "https://aijourn.com/accounting-seed-launches-ramp-integration-to-enhance-spend-management-offering-and-unlock-zero-day-close/"
                  ],
                  "strategic_tier": "Secondary",
                  "type": {
                    "code": "technology_integration",
                    "label": "Technology or Integration"
                  }
                },
                {
                  "announced_on": {
                    "day": 4,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Deepened partnership with Visa for autonomous corporate payments. Partnership enables AI agents to execute autonomous corporate payments on Ramp's platform. Ramp is expanding Visa partnership for AI-powered corporate bill pay automation, positioning Ramp as financial infrastructure for AI agent commerce.",
                  "name": "Visa",
                  "source": [
                    "https://www.alleywatch.com/2026/06/the-alleywatch-startup-daily-funding-report-6-4-2026/"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "strategic_codevelopment",
                    "label": "Strategic or Co-development Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 27,
                    "month": 4,
                    "year": 2026
                  },
                  "description": "Strategic partnership to deliver AI-powered accounts payable automation and intelligent spend controls to mid-market clients through Consero's Fusion Lab innovation hub. Integrates Ramp's AP workflows with Consero's AI-native general ledger environment led by Rillet. Partnership enables automated invoice processing, smarter spend controls, and accelerated month-end close, helping finance teams shift from reactive reporting to real-time decision-making.",
                  "name": "Consero Global",
                  "source": [
                    "https://www.financialcontent.com/article/accwirecq-2026-4-27-consero-global-partners-with-ramp-to-deliver-ai-powered-accounts-payable-and-spend-automation-through-fusion-lab"
                  ],
                  "strategic_tier": "Secondary",
                  "type": {
                    "code": "implementation_si_consulting",
                    "label": "Implementation/ SI/ Consulting Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 7,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "Boys & Girls Clubs of America expanding partnership with Ramp to more than 1,100 local Clubs across its network. Ramp provides centralized financial operations platform that centralizes spending information, reduces manual reconciliation, and gives teams real-time visibility into spending. Existing 80+ Clubs using platform have returned over 18,000 hours of administrative time.",
                  "name": "Boys & Girls Clubs of America",
                  "source": [
                    "https://www.businesswire.com/news/home/20260507380190/en/Boys-Girls-Clubs-of-America-Introduces-Ramp-to-1100-Local-Clubs"
                  ],
                  "strategic_tier": "Minor",
                  "type": {
                    "code": "gtm_marketing",
                    "label": "GTM or Marketing Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 27,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "Multi-year partnership naming Ramp the official expense management partner of Stanford Athletics. Ramp will be implemented across 36 varsity programs supporting nearly 900 student-athletes. Partnership includes in-venue signage at Stanford Stadium and Maples Pavilion, digital integrations, and a content series focused on Stanford student-athletes.",
                  "name": "Stanford Athletics",
                  "source": [
                    "https://www.prnewswire.com/news-releases/stanford-athletics-selects-ramp-to-modernize-financial-operations-in-multi-year-partnership-302782735.html"
                  ],
                  "strategic_tier": "Minor",
                  "type": {
                    "code": "gtm_marketing",
                    "label": "GTM or Marketing Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 29,
                    "month": 4,
                    "year": 2026
                  },
                  "description": "Strategic partnership announcement with Sacramento Kings. Nature and scope of partnership not specified in available source material.",
                  "name": "Sacramento Kings",
                  "source": [
                    "https://timesofindia.indiatimes.com/city/chandigarh/nalwa-bjp-mla-prostrates-before-rampal-during-visit-to-dhanana-ashram/articleshow/130614917.cms"
                  ],
                  "strategic_tier": "Minor",
                  "type": {
                    "code": "gtm_marketing",
                    "label": "GTM or Marketing Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 10,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Both Ramp and Stripe expanding AI commerce infrastructure. Stripe unveiled AI agent payment capabilities at its Sessions conference. Ramp and Stripe both addressing AI billing infrastructure and token-based payments.",
                  "name": "Stripe",
                  "source": [
                    "https://www.pymnts.com/news/artificial-intelligence/2026/anthropic-30-day-data-policy-exposes-enterprise-ai-governance-gaps/"
                  ],
                  "strategic_tier": "Secondary",
                  "type": {
                    "code": "technology_integration",
                    "label": "Technology or Integration"
                  }
                },
                {
                  "announced_on": {
                    "day": 9,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "TD SYNNEX announced distribution agreement adding Ramp's spend-management platform to its channel, expanding access for U.S. resellers, managed service providers, and enterprise IT buyers. Partnership positions TD SYNNEX as broader one-stop hub for technology procurement and risk management.",
                  "name": "TD SYNNEX (Distribution Agreement)",
                  "source": [
                    "https://simplywall.st/stocks/us/tech/nyse-snx/td-synnex/news/how-td-synnexs-snx-fintech-and-cybersecurity-additions-have"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "channel_reseller_distributor",
                    "label": "Channel Partner/ Reseller/ Distributor"
                  }
                }
              ],
              "recent_move": [
                {
                  "date": {
                    "day": 4,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Raised $750 million Series F at a $44 billion post-money valuation, led by ICONIQ, GIC, and Ontario Teachers' Pension Plan, bringing total equity raised above $3 billion.",
                  "source": [
                    "https://valueaddvc.com/blog/ramp-750m-series-f-44-billion-valuation-june-2026"
                  ],
                  "type": {
                    "code": "funding_round",
                    "label": "Funding Round"
                  }
                },
                {
                  "date": {
                    "day": 13,
                    "month": 3,
                    "year": 2026
                  },
                  "description": "Acquired Billhop, a Stockholm- and London-based B2B payments platform with UK and Swedish licenses, to enable direct onboarding of UK and EU businesses and open first international offices in London and Stockholm.",
                  "source": [
                    "https://fintech.global/2026/03/16/ramp-acquires-billhop-to-expand-into-uk-and-europe/"
                  ],
                  "type": {
                    "code": "acquisition",
                    "label": "Acquisition"
                  }
                },
                {
                  "date": {
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Launched Ramp Stack, an AI operating system for accounting firms using editable 'Skills' SOPs, targeting the $150 billion accounting sector and addressing a structural shortage of 300,000+ accountants.",
                  "source": [
                    "https://letsdatascience.com/news/ramp-launches-stack-ai-operating-system-for-accounting-firms-929f7472"
                  ],
                  "type": {
                    "code": "product_launch",
                    "label": "Product Launch"
                  }
                },
                {
                  "date": {
                    "day": 29,
                    "month": 4,
                    "year": 2026
                  },
                  "description": "Launched AI Procurement Agents handling employee intake, vendor sourcing, compliance checks, and contract renewals, with reported 16% annual vendor cost savings and 46 hours/month of manual work eliminated.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-fleet-of-ai-agents-across-its-procurement-platform-302756657.html"
                  ],
                  "type": {
                    "code": "product_launch",
                    "label": "Product Launch"
                  }
                },
                {
                  "date": {
                    "day": 15,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Launched Ramp Applied AI Solutions, a service unit that embeds engineers within customer organizations to build bespoke AI systems on Ramp's platform for large enterprise finance teams.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-applied-ai-solutions-helping-enterprises-deploy-ai-agents-across-finance-operations-302796179.html"
                  ],
                  "type": {
                    "code": "product_launch",
                    "label": "Product Launch"
                  }
                },
                {
                  "date": {
                    "day": 4,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Deepened strategic partnership with Visa to enable AI agents to execute autonomous corporate payments, positioning Ramp as financial infrastructure for AI agent commerce.",
                  "source": [
                    "https://www.alleywatch.com/2026/06/the-alleywatch-startup-daily-funding-report-6-4-2026/"
                  ],
                  "type": {
                    "code": "partnership",
                    "label": "Partnership"
                  }
                },
                {
                  "date": {
                    "day": 13,
                    "month": 3,
                    "year": 2026
                  },
                  "description": "Ramp announced its acquisition of Billhop to expand into UK and European markets, opening its first international offices in London and Stockholm. The acquisition enables Ramp to onboard UK- and EU-based businesses directly beginning summer 2026.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-acquires-billhop-to-expand-access-for-uk-and-european-customers-302712928.html"
                  ],
                  "title": "UK and European Expansion",
                  "type": {
                    "code": "expansion",
                    "label": "Expansion"
                  }
                }
              ],
              "expansion_highlight": [
                {
                  "description": "Billhop acquisition (March 2026) opens first international offices in London and Stockholm with UK/Swedish payment licenses; company plans to double UK headcount within 12 months. Nearly half of existing customers already transact internationally across 180+ countries weekly, indicating latent demand being formalized.",
                  "type": {
                    "code": "new_geography",
                    "label": "New Geography"
                  }
                },
                {
                  "description": "Ramp Stack (June 2026) targets the $150 billion accounting sector with an AI operating system for accounting firms using editable Skills SOPs and an Advisor Console for human review. This opens a new vertical beyond spend management customers.",
                  "type": {
                    "code": "new_vertical",
                    "label": "New Vertical"
                  }
                },
                {
                  "description": "TD SYNNEX authorized distribution agreement (May 2026) reaches U.S. resellers, solution providers, and managed service providers — a previously untapped channel for accessing enterprise IT buyers through existing procurement relationships.",
                  "type": {
                    "code": "new_channel",
                    "label": "New Channel"
                  }
                },
                {
                  "description": "Token Spend Management product (June 2026) creates a new product line addressing a category created by AI providers shifting from flat subscriptions to usage-based billing; AI token spend among customers rose 13-fold since January 2025.",
                  "type": {
                    "code": "new_product_line",
                    "label": "New Product Line"
                  }
                },
                {
                  "description": "Aggressive M&A cadence in 2026 — Billhop (UK/EU payments), Juno (guest travel for non-employees), Midday (open-source business management with 14,000+ GitHub stars), and prior Jolt AI and Venue acquisitions — signals consolidation of complementary capabilities into the platform.",
                  "type": {
                    "code": "m_and_a_signal",
                    "label": "M And A Signal"
                  }
                },
                {
                  "description": "$750M Series F capital raise (June 2026) is explicitly designated for AI investment, UK/Europe expansion, and AI infrastructure development — providing the capital base to sustain aggressive growth investments.",
                  "type": {
                    "code": "funding_signal",
                    "label": "Funding Signal"
                  }
                },
                {
                  "description": "Applied AI Solutions (June 2026) embeds engineers within enterprise customer organizations to build bespoke AI workflows, signaling a shift from pure product sales to services-enabled enterprise deployment.",
                  "type": {
                    "code": "new_pricing_model",
                    "label": "New Pricing Model"
                  }
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json expandable theme={null}
        {
              "scale_indicator": [
                {
                  "description": "Valued at $5.2 billion as of May 2026, more than doubling from $2.5 billion less than a year prior",
                  "source": [
                    "https://www.tradingview.com/news/eqs:45cf7a3e8094b:0-n8n-valuation-doubles-to-5-2bn-as-sap-makes-strategic-investment-and-plans-to-embed-the-ai-platform-into-joule-studio/"
                  ],
                  "type": {
                    "code": "valuation",
                    "label": "Valuation"
                  },
                  "value": "$5.2 billion"
                },
                {
                  "description": "Series C funding of €155M in 2025",
                  "source": [
                    "https://tech.eu/2026/05/21/ai-10-companies-that-raised-the-most-in-2025/"
                  ],
                  "type": {
                    "code": "funding_raised",
                    "label": "Funding Raised"
                  },
                  "value": "€155 million"
                },
                {
                  "description": "SAP investment of €60M for minority stake in May 2026",
                  "source": [
                    "https://www.ad-hoc-news.de/boerse/news/ueberblick/sap-plows-60-million-into-workflow-automation-startup-as-it-bets-big-on/69344589"
                  ],
                  "type": {
                    "code": "funding_raised",
                    "label": "Funding Raised"
                  },
                  "value": "€60 million"
                },
                {
                  "description": "1.7 million monthly active developers mentioned",
                  "source": [
                    "https://www.pymnts.com/news/investment-tracker/2026/sap-integrates-n8n-to-scale-agentic-ai-for-enterprises/"
                  ],
                  "type": {
                    "code": "user_engagement",
                    "label": "User Engagement"
                  },
                  "value": "1.7+ million"
                },
                {
                  "description": "1,400+ enterprise customers",
                  "source": [
                    "https://www.pymnts.com/news/investment-tracker/2026/sap-integrates-n8n-to-scale-agentic-ai-for-enterprises/"
                  ],
                  "type": {
                    "code": "customer_count",
                    "label": "Customer Count"
                  },
                  "value": "1,400+"
                },
                {
                  "description": "1,903 integrations available on the platform",
                  "source": [
                    "https://n8n.io/workflows/"
                  ],
                  "type": {
                    "code": "integration_ecosystem",
                    "label": "Integration Ecosystem"
                  },
                  "value": "1,900+"
                },
                {
                  "description": "GitHub stars, making it one of Top 50 GitHub projects",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "brand_reputation",
                    "label": "Brand Reputation"
                  },
                  "value": "194,063+"
                },
                {
                  "description": "Community members across Discord, Forum, and events",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "user_engagement",
                    "label": "User Engagement"
                  },
                  "value": "200,000+"
                },
                {
                  "description": "Rating on G2 review platform",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "brand_reputation",
                    "label": "Brand Reputation"
                  },
                  "value": "4.9/5"
                },
                {
                  "description": "Workflow automation templates in community library",
                  "source": [
                    "https://n8n.io/workflows/"
                  ],
                  "type": {
                    "code": "rd_output",
                    "label": "Rd Output"
                  },
                  "value": "10,000+"
                }
              ],
              "partnership": [
                {
                  "announced_on": {
                    "day": 11,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "Deutsche Telekom became a certified partner to offer n8n's AI agent orchestration platform alongside implementation support and training to medium-sized businesses. Partnership builds on Deutsche Telekom's T.Capital participation in n8n's Series C funding round. Enables Deutsche Telekom to deliver AI agent automation to mid-sized enterprises.",
                  "name": "Deutsche Telekom",
                  "source": [
                    "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "channel_reseller_distributor",
                    "label": "Channel Partner/ Reseller/ Distributor"
                  }
                },
                {
                  "announced_on": {
                    "day": 18,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "TestMu AI launched official partner integration with n8n, enabling developers to connect AI agents and automated workflows to TestMu AI's Browser Cloud with access to 3,000+ browser, OS, and device environments. Integration available as verified n8n Community Node. Strengthens TestMu AI's presence in agentic AI ecosystem.",
                  "name": "TestMu AI (formerly LambdaTest)",
                  "source": [
                    "https://www.businesswire.com/news/home/20260618686350/en/TestMu-AI-Launches-Official-n8n-partner-integration-Bringing-Real-Browser-Infrastructure-to-AI-Agent-Workflows"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "technology_integration",
                    "label": "Technology or Integration"
                  }
                },
                {
                  "announced_on": {
                    "day": 16,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "CTERA introduced native integration with n8n adding CTERA community nodes that allow users and software agents to search, access, and manage data within CTERA's enterprise data fabric spanning edge, office, and cloud environments. Integration addresses linking file data to AI services, using content for automated decisions, and reducing custom development work.",
                  "name": "CTERA",
                  "source": [
                    "https://itbrief.in/story/ctera-links-file-data-to-n8n-automation-for-ai-use"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "technology_integration",
                    "label": "Technology or Integration"
                  }
                },
                {
                  "announced_on": {
                    "day": 1,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "SUSE expanded its Agentic AI Partner Ecosystem to include n8n, enabling secure agentic AI operations for infrastructure management through Model Context Protocol (MCP) integration. n8n workflows can securely interact with SUSE infrastructure products including Rancher Prime, Multi-Linux Manager, and SUSE Linux across any Linux or Kubernetes distribution.",
                  "name": "SUSE",
                  "source": [
                    "https://www.varindia.com/news/suse-announces-a-series-of-innovations-and-strategic-partnerships"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "technology_integration",
                    "label": "Technology or Integration"
                  }
                },
                {
                  "description": "Mistral AI showcased as European AI partner alongside n8n at SAP Sapphire Madrid event, positioning both as alternatives to American AI providers amid growing customer demand for AI sovereignty.",
                  "name": "Mistral AI",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "strategic_tier": "Minor",
                  "type": {
                    "code": "strategic_codevelopment",
                    "label": "Strategic or Co-development Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 31,
                    "month": 3,
                    "year": 2026
                  },
                  "description": "Ai Global Solutions (AiGS) became an n8n Expert Partner to enhance its automation offerings, leveraging n8n's workflow platform to deliver advanced process automation across various industries.",
                  "name": "Ai Global Solutions",
                  "source": [
                    "https://www.newswire.com/news/ai-global-solutions-becomes-n8n-expert-partner-to-advance-ai-driven-22754601"
                  ],
                  "strategic_tier": "Minor",
                  "type": {
                    "code": "implementation_si_consulting",
                    "label": "Implementation/ SI/ Consulting Partner"
                  }
                },
                {
                  "announced_on": {
                    "day": 12,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "Anthropic (Claude) featured as strategic AI model partner in SAP's ecosystem alongside n8n, enabling n8n workflows to connect to Claude models for enterprise automation within SAP Business AI Platform.",
                  "name": "Anthropic",
                  "source": [
                    "https://erp.today/sap-sapphire-madrid-autonomous-enterprise-ai-sovereignty/"
                  ],
                  "strategic_tier": "Core",
                  "type": {
                    "code": "technology_integration",
                    "label": "Technology or Integration"
                  }
                }
              ],
              "recent_move": [
                {
                  "date": {
                    "day": 12,
                    "month": 5,
                    "year": 2026
                  },
                  "description": "SAP invested €60 million for a minority stake (approximately 1.3%) at a $5.2 billion valuation and entered a multi-year commercial partnership to embed n8n natively into SAP's Joule Studio AI environment within the SAP Business AI Platform.",
                  "source": [
                    "https://www.tradingview.com/news/eqs:45cf7a3e8094b:0-n8n-valuation-doubles-to-5-2bn-as-sap-makes-strategic-investment-and-plans-to-embed-the-ai-platform-into-joule-studio/"
                  ],
                  "type": {
                    "code": "partnership",
                    "label": "Partnership"
                  }
                },
                {
                  "date": {
                    "day": 8,
                    "month": 10,
                    "year": 2025
                  },
                  "description": "n8n closed a $180 million Series C led by Accel at a $2.5 billion valuation, with participation from NVIDIA, Deutsche Telekom's T.Capital, Sequoia Capital, Felicis, Highland Europe, HV Capital, Meritech, Redpoint, Evantic, and Visionaries Club.",
                  "source": [
                    "https://www.pymnts.com/news/investment-tracker/2026/sap-integrates-n8n-to-scale-agentic-ai-for-enterprises/"
                  ],
                  "type": {
                    "code": "funding_round",
                    "label": "Funding Round"
                  }
                },
                {
                  "date": {
                    "day": 11,
                    "month": 6,
                    "year": 2026
                  },
                  "description": "n8n signed Deutsche Telekom as a certified partner to distribute its AI agent orchestration platform to mid-sized European businesses with implementation support and training, layered on Deutsche Telekom's existing T.Capital investment from the Series C.",
                  "source": [
                    "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                  ],
                  "type": {
                    "code": "partnership",
                    "label": "Partnership"
                  }
                },
                {
                  "date": {
                    "year": 2026
                  },
                  "description": "n8n launched a portfolio of AI-native product surfaces including the AI Agent Builder (multi-agent systems with memory and tools), RAG system builder with native vector store integrations (Pinecone, Qdrant, Weaviate, Milvus), MCP server, Chat Hub, and a natural language AI Workflow Builder.",
                  "source": [
                    "https://n8n.io/ai-agents/"
                  ],
                  "type": {
                    "code": "product_launch",
                    "label": "Product Launch"
                  }
                },
                {
                  "date": {
                    "year": 2026
                  },
                  "description": "US CISA disclosed active exploitation of CVE-2025-68613 (critical RCE) affecting an estimated 103,000 of n8n's ~230,000 users, with follow-on advisories from Belgium's CCB and Pillar Security researchers (CVSS 8.7-9.4); CISA mandated Federal Civilian Executive Branch patching, forcing a defensive security response cycle.",
                  "source": [
                    "https://go.theregister.com/feed/www.theregister.com/2026/03/12/cisa_n8n_rce/"
                  ],
                  "type": {
                    "code": "regulatory_action",
                    "label": "Regulatory Action"
                  }
                }
              ],
              "expansion_highlight": [
                {
                  "description": "SAP Joule Studio OEM embedding (announced May 12, 2026) gives n8n direct distribution into SAP's enterprise installed base, effectively converting n8n into a default automation layer for SAP Business AI Platform customers.",
                  "type": {
                    "code": "new_channel",
                    "label": "New Channel"
                  }
                },
                {
                  "description": "Deutsche Telekom certified partner program (announced June 11, 2026) targets mid-sized European businesses previously underserved by n8n's PLG and large-enterprise motions, opening a structured channel into the European mid-market.",
                  "type": {
                    "code": "new_customer_segment",
                    "label": "New Customer Segment"
                  }
                },
                {
                  "description": "Successive product launches in 2026 — AI Agent Builder, RAG system, MCP server, Chat Hub, and natural-language AI Workflow Builder — extend the product surface from workflow automation into a full agentic AI platform, materially expanding the addressable use cases per account.",
                  "type": {
                    "code": "new_product_line",
                    "label": "New Product Line"
                  }
                },
                {
                  "description": "Partnerships with CTERA (enterprise data fabric), TestMu AI / Browserbase (browser infrastructure for AI agents), SUSE (infrastructure management via MCP), Five Sigma (insurance claims), and Tiiny Host indicate active ecosystem buildout to position n8n as the orchestration substrate for adjacent AI-native vendors.",
                  "type": {
                    "code": "ecosystem_buildout",
                    "label": "Ecosystem Buildout"
                  }
                },
                {
                  "description": "Cumulative ~$240M raised across Series C (Oct 2025, $180M) and SAP strategic round (May 2026, €60M), with valuation more than doubling to $5.2B, provides multi-year capital for geographic and vertical expansion beyond current EMEA concentration.",
                  "type": {
                    "code": "funding_signal",
                    "label": "Funding Signal"
                  }
                },
                {
                  "description": "VP-level hiring across Sales (Ben Kiziltug), Engineering (Cornelius Suermann), Product and Design (David Roberts), Operations (Claudia Bates), and an Interim VP Finance & Legal (Michael Kuntz) signals scaling of go-to-market and operational infrastructure consistent with expansion-stage growth.",
                  "type": {
                    "code": "hiring_signal",
                    "label": "Hiring Signal"
                  }
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Customer Profile (3 fields)">
    `customer_profile` Customer segments, ideal customer profiles, and named customers.

    | **Field**         | **Type**                                                                                                                                                                                                                                           | **Description**                                      |
    | :---------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :--------------------------------------------------- |
    | `segment`         | array of objects (title, description, type, is\_primary, pain\_point\_addressed, use\_case, source)                                                                                                                                                | Customer segments served by the company.             |
    | `icp`             | array of objects (profile, target\_buyer, buyer\_persona, firmographic\_size, geography, industry\_vertical, pain\_points, primary\_use\_case, purchase\_trigger, sales\_cycle\_length, sales\_motion, buying\_structure, evidence\_proof\_points) | Ideal customer profile definitions for each segment. |
    | `select_customer` | array of objects (name, industry, use\_case, type, source)                                                                                                                                                                                         | Named/notable customers of the company.              |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "segment": [
                {
                  "description": "Primary target market for Ramp's free tier and Plus tier. Finance teams at companies needing unified spend management without legacy system complexity. Ramp offers free core product funded by interchange, making it accessible to cost-conscious SMBs.",
                  "is_primary": true,
                  "pain_point_addressed": "Fragmented point solutions (separate cards, expenses, AP tools), manual expense reporting, lack of real-time spend visibility, time-consuming month-end close, limited automation",
                  "title": "Small and Mid-sized Businesses (SMBs)",
                  "type": {
                    "code": "size_tier",
                    "label": "Size Tier"
                  },
                  "use_case": "Corporate cards with policy enforcement, expense management with automated receipt capture and coding, accounts payable automation, travel booking with policy controls"
                },
                {
                  "description": "Growing focus on larger companies with complex financial operations. Enterprise customer base grew 133% YoY in 2025. Custom pricing tier with advanced features and dedicated support.",
                  "is_primary": true,
                  "pain_point_addressed": "Complex approval workflows across departments, multi-entity and multi-currency operations, ERP integration challenges, vendor contract management, AI spend tracking",
                  "title": "Mid-Market and Enterprise",
                  "type": {
                    "code": "size_tier",
                    "label": "Size Tier"
                  },
                  "use_case": "Enterprise-grade procurement AI agents, multi-entity support across 190+ countries, Workday and Oracle integrations, dedicated account management, custom AI implementations"
                },
                {
                  "description": "Companies with significant AI tool adoption facing challenges tracking and controlling AI spending. Top 1% of spenders rack up $7,450 per employee per month on AI vs. $11 median.",
                  "is_primary": false,
                  "pain_point_addressed": "Untracked AI token costs, inability to attribute AI spending to teams/projects, lack of tools to manage rapidly growing AI budgets, token-based billing complexity",
                  "source": [
                    "https://ramp.com/blog/ramp-at-44-billion-the-third-pillar"
                  ],
                  "title": "AI-Heavy Enterprises",
                  "type": {
                    "code": "use_case",
                    "label": "Use Case"
                  },
                  "use_case": "Token Spend Management product, AI Index research, Applied AI Solutions for finance teams, monitoring AI consumption costs across Anthropic, OpenAI, Gemini, Cursor providers"
                },
                {
                  "description": "Finance teams seeking to automate purchasing workflows. Ramp's procurement AI agents enable businesses without dedicated procurement departments to access procurement-grade rigor.",
                  "is_primary": false,
                  "pain_point_addressed": "Manual vendor sourcing, contract review bottlenecks, compliance verification delays, weeks-long intake-to-pay cycles",
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-fleet-of-ai-agents-across-its-procurement-platform-302756657.html"
                  ],
                  "title": "Finance Operations Teams",
                  "type": {
                    "code": "business_unit",
                    "label": "Business Unit"
                  },
                  "use_case": "Automated procurement workflows, vendor sourcing, contract review, compliance checks, purchase order generation"
                },
                {
                  "description": "Targeting the $150 billion accounting sector with Ramp Stack, an AI operating system for accounting firms. Addresses structural labor shortage of 300,000+ accountants leaving the profession.",
                  "is_primary": false,
                  "pain_point_addressed": "Time-consuming month-end close, manual reconciliations, staff shortages, need for advisory vs. transactional work",
                  "source": [
                    "https://letsdatascience.com/news/ramp-launches-stack-ai-operating-system-for-accounting-firms-929f7472"
                  ],
                  "title": "Accounting Firms",
                  "type": {
                    "code": "vertical",
                    "label": "vertical"
                  },
                  "use_case": "End-to-end accounting automation, monthly close acceleration, cash reconciliation, post journal entries, AI agents with editable SOPs"
                },
                {
                  "description": "Accessed through TD SYNNEX distribution partnership. Target market of resellers, solution providers, and managed service providers needing financial operations tools for their customers.",
                  "is_primary": false,
                  "pain_point_addressed": "Complex multi-customer financial management, lack of integrated spend controls",
                  "source": [
                    "https://www.citybiz.co/article/850405/trump-jr-linked-1789-capitals-assets-soar-amid-focus-on-patriotic-capitalism-ai/"
                  ],
                  "title": "Technology Channel Partners",
                  "type": {
                    "code": "vertical",
                    "label": "vertical"
                  },
                  "use_case": "Expense management, AP automation, procurement, accounting integration across technology resellers and MSPs"
                },
                {
                  "description": "Partnership with Stanford Athletics covering 36 varsity programs. Nonprofit/government segment benefiting from streamlined financial operations.",
                  "is_primary": false,
                  "pain_point_addressed": "Multi-location financial oversight, compliance across programs, administrative time reduction",
                  "source": [
                    "https://www.prnewswire.com/news-releases/stanford-athletics-selects-ramp-to-modernize-financial-operations-in-multi-year-partnership-302782735.html"
                  ],
                  "title": "Sports and Athletics Programs",
                  "type": {
                    "code": "vertical",
                    "label": "vertical"
                  },
                  "use_case": "Expense management, financial visibility across multiple programs and locations, reduced administrative burden"
                },
                {
                  "description": "Expanded partnership with Boys & Girls Clubs of America to 1,100+ local clubs. Focus on reducing financial administrative burden to allow focus on mission impact.",
                  "is_primary": false,
                  "pain_point_addressed": "Limited financial staff, multi-location oversight challenges, need for visibility without complexity",
                  "source": [
                    "https://www.businesswire.com/news/home/20260507380190/en/Boys-Girls-Clubs-of-America-Introduces-Ramp-to-1100-Local-Clubs"
                  ],
                  "title": "Nonprofits",
                  "type": {
                    "code": "vertical",
                    "label": "vertical"
                  },
                  "use_case": "Centralized spending information, real-time visibility across programs and locations, reduced reconciliation burden"
                }
              ],
              "icp": [
                {
                  "buyer_persona": "CFO, Head of Finance, Controller, Finance Operations Lead",
                  "buying_structure": {
                    "code": "single_decision_maker",
                    "label": "Single Decision-Maker"
                  },
                  "description": "Small and mid-sized businesses form Ramp's primary target market for the free tier and Plus tier. The free core product is funded by interchange fees, making it accessible to cost-conscious businesses without legacy system complexity. Ramp offers unlimited cards, expense management, AP, travel, and treasury in one product with no sales touch required for basic onboarding, removing friction for smaller finance teams. Plus tier at $15/user/month adds AI expense reviews, advanced AP, NetSuite/Sage Intacct integrations, and multi-entity support as finance teams scale.",
                  "evidence_proof_points": [
                    "Free tier with $0/user/month funded by interchange",
                    "ERP connection in 5 minutes, policy upload in 2 minutes, first card in 1 minute",
                    "Heyday: 3-5% total savings across all spend",
                    "Webflow: 75% reduction in credit card reconciliation time"
                  ],
                  "firmographic_size": {
                    "code": "smb",
                    "label": "SMB"
                  },
                  "geography": "Global with North America primary",
                  "industry_vertical": "Cross-industry, with strength in technology, e-commerce/retail, professional services",
                  "pain_points": [
                    "Fragmented point solutions across cards, expenses, AP, and travel",
                    "Manual expense reporting and invoice processing",
                    "Lack of real-time spend visibility",
                    "Time-consuming month-end close",
                    "Limited automation in finance workflows"
                  ],
                  "primary_use_case": "Corporate cards, expense management, accounts payable, and travel in a single platform funded by interchange",
                  "profile": "SMB self-serve (free tier)",
                  "purchase_trigger": {
                    "code": "cost_sensitivity",
                    "label": "Cost Sensitivity"
                  },
                  "sales_cycle_length": {
                    "code": "short",
                    "label": "Short (1-3 months)"
                  },
                  "sales_motion": {
                    "code": "product_led_plg",
                    "label": "Product-Led (PLG)"
                  },
                  "target_buyer": "Small and mid-sized businesses needing unified spend management without legacy complexity"
                },
                {
                  "buyer_persona": "CFO, VP of Finance, VP of Procurement, Head of Financial Operations",
                  "buying_structure": {
                    "code": "multi_stakeholder_committee",
                    "label": "Multi-Stakeholder Committee"
                  },
                  "description": "Mid-market and enterprise customers are a growing focus for Ramp, with the enterprise customer base growing 133% year-over-year in 2025. Enterprise tier offers custom pricing, dedicated account managers, priority 24/7 support, custom implementation, Workday and Oracle Fusion Cloud integrations, and local currency card issuance in 40+ countries. Recent enterprise customers include Visa, Uber, Shopify, Figma, and Notion. Implementation is faster than legacy providers, with full deployment in 30 days versus months.",
                  "evidence_proof_points": [
                    "133% enterprise customer growth YoY in 2025",
                    "Notion consolidating expense management across 1,000+ employees",
                    "Poshmark: 50% faster month-end close across US, Canada, and India",
                    "ABB Optical Group reduced audit from 2 months to 1-2 days"
                  ],
                  "firmographic_size": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "geography": "Global with US primary, expanding to UK and EU",
                  "industry_vertical": "Cross-industry with strength in technology, financial services, e-commerce",
                  "pain_points": [
                    "Complex multi-entity and multi-currency operations",
                    "Slow implementation timelines of legacy providers",
                    "ERP integration challenges with Workday and Oracle",
                    "Vendor contract management across departments",
                    "AI spend tracking across business units"
                  ],
                  "primary_use_case": "Enterprise-grade spend management with multi-entity support, advanced AI workflows, and ERP integrations",
                  "profile": "Mid-Market and Enterprise sales-led",
                  "purchase_trigger": {
                    "code": "scaling_growth",
                    "label": "Scaling/Growth"
                  },
                  "sales_cycle_length": {
                    "code": "medium",
                    "label": "Medium (3-6 months)"
                  },
                  "sales_motion": {
                    "code": "direct_sales",
                    "label": "Direct Sales"
                  },
                  "target_buyer": "Mid-market and enterprise companies with complex financial operations across multiple entities and geographies"
                },
                {
                  "buyer_persona": "Managing Partner, Director of Accounting Operations, Head of Client Accounting Services",
                  "buying_structure": {
                    "code": "team_department_led",
                    "label": "Team/Department-Led"
                  },
                  "description": "Accounting firms are a distinct vertical served by Ramp Stack, an AI operating system specifically built for accounting workflows. Ramp targets the $150 billion accounting sector to address a structural labor shortage of 300,000+ accountants leaving the profession. The product handles monthly close, cash reconciliation, and journal entries using editable 'Skills' documents that encode firm SOPs, with a built-in Advisor Console for human review and approval.",
                  "evidence_proof_points": [
                    "Ramp Stack outperforms general-purpose models on 200+ accounting tasks graded by working accountants",
                    "Achieved up to 50% reduction in month-end close time for a customer",
                    "$150 billion accounting sector addressable market"
                  ],
                  "firmographic_size": {
                    "code": "mid_market",
                    "label": "Mid-Market"
                  },
                  "geography": "Global",
                  "industry_vertical": "Accounting and Professional Services",
                  "pain_points": [
                    "Time-consuming month-end close",
                    "Manual reconciliations and journal entries",
                    "Staff shortages in the accounting profession",
                    "Need to shift from transactional to advisory work"
                  ],
                  "primary_use_case": "AI-powered accounting automation for monthly close, reconciliation, and journal entry workflows",
                  "profile": "Accounting firms (vertical-specific)",
                  "purchase_trigger": {
                    "code": "compliance_regulatory",
                    "label": "Compliance/Regulatory"
                  },
                  "sales_cycle_length": {
                    "code": "medium",
                    "label": "Medium (3-6 months)"
                  },
                  "sales_motion": {
                    "code": "direct_sales",
                    "label": "Direct Sales"
                  },
                  "target_buyer": "Accounting firms and CPA practices looking to automate close, reconciliation, and journal entry workflows"
                },
                {
                  "buyer_persona": "Chief Financial Officer, Director of Finance, Director of Operations",
                  "buying_structure": {
                    "code": "team_department_led",
                    "label": "Team/Department-Led"
                  },
                  "description": "Nonprofit and mission-driven organizations represent a distinct ICP, with Ramp securing expanded partnerships with Boys & Girls Clubs of America (1,100+ local Clubs) and Stanford Athletics (36 varsity programs supporting nearly 900 student-athletes). The value proposition centers on centralized financial operations that reduce administrative burden so mission-focused staff can focus on program delivery. Existing 80+ Boys & Girls Clubs using the platform have returned over 18,000 hours of administrative time.",
                  "evidence_proof_points": [
                    "80+ Boys & Girls Clubs returned over 18,000 hours of administrative time",
                    "Stanford Athletics deployed across 36 varsity programs and 900 student-athletes"
                  ],
                  "firmographic_size": {
                    "code": "mid_market",
                    "label": "Mid-Market"
                  },
                  "geography": "US primarily, with international expansion to UK and EU",
                  "industry_vertical": "Nonprofits, education, athletics",
                  "pain_points": [
                    "Limited financial staff and resources",
                    "Multi-location oversight challenges",
                    "Need for spend visibility without complexity",
                    "Administrative burden reducing mission focus"
                  ],
                  "primary_use_case": "Centralized spend management, expense management, and accounts payable across multiple programs and locations",
                  "profile": "Nonprofits and mission-driven organizations",
                  "purchase_trigger": {
                    "code": "compliance_regulatory",
                    "label": "Compliance/Regulatory"
                  },
                  "sales_cycle_length": {
                    "code": "short",
                    "label": "Short (1-3 months)"
                  },
                  "sales_motion": {
                    "code": "direct_sales",
                    "label": "Direct Sales"
                  },
                  "target_buyer": "Nonprofit organizations and educational programs needing centralized financial oversight across multiple locations"
                }
              ],
              "select_customer": [
                {
                  "industry": "Technology",
                  "name": "Notion",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Consolidating expense management across 1,000+ employees onto Ramp platform. CFO stated 'People ask how we're using AI in finance and I have a simple answer for them. We use Ramp.'"
                },
                {
                  "industry": "E-commerce/Retail",
                  "name": "Shopify",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Major enterprise customer using Ramp's platform for spend management."
                },
                {
                  "industry": "Technology",
                  "name": "Figma",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Enterprise customer using Ramp's financial operations platform."
                },
                {
                  "industry": "Technology",
                  "name": "Webflow",
                  "type": {
                    "code": "mid_market",
                    "label": "Mid Market"
                  },
                  "use_case": "Achieved 75% reduction in credit card reconciliation time using Ramp."
                },
                {
                  "industry": "Events/Ticketing",
                  "name": "Eventbrite",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Customer case study showing time savings and financial visibility improvements."
                },
                {
                  "industry": "Retail",
                  "name": "Poshmark",
                  "type": {
                    "code": "mid_market",
                    "label": "Mid Market"
                  },
                  "use_case": "Achieved free cash flow goals in 7 months instead of 12; 50% faster month-end close across US, Canada, and India."
                },
                {
                  "industry": "Q&A Platform",
                  "name": "Quora",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "5x faster transaction review time using Ramp."
                },
                {
                  "industry": "Financial Technology",
                  "name": "Visa",
                  "source": [
                    "https://techcrunch.com/2026/06/04/ramp-raises-750m-at-44b-valuation-as-investors-hunger-for-fintechs-with-an-ai-story/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Deepened partnership for AI-powered autonomous corporate payments; Visa as customer and strategic partner."
                },
                {
                  "industry": "Transportation",
                  "name": "Uber",
                  "source": [
                    "https://techcrunch.com/2026/06/04/ramp-raises-750m-at-44b-valuation-as-investors-hunger-for-fintechs-with-an-ai-story/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Enterprise customer grappling with AI spending costs; exceeded 2026 AI budget months ahead of schedule per industry reports."
                },
                {
                  "industry": "B2B SaaS",
                  "name": "8VC",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Saved 325 hours per month company-wide using Ramp."
                },
                {
                  "industry": "Nonprofit/Arts",
                  "name": "Joffrey Ballet",
                  "type": {
                    "code": "nonprofit_ngo",
                    "label": "Nonprofit Ngo"
                  },
                  "use_case": "15 hours saved weekly on accounts payable."
                },
                {
                  "industry": "Healthcare",
                  "name": "ABB Optical Group",
                  "type": {
                    "code": "mid_market",
                    "label": "Mid Market"
                  },
                  "use_case": "Reduced audit timelines from two months to one to two days after switching from Concur."
                },
                {
                  "industry": "Education",
                  "name": "Stanford Athletics",
                  "source": [
                    "https://www.prnewswire.com/news-releases/stanford-athletics-selects-ramp-to-modernize-financial-operations-in-multi-year-partnership-302782735.html"
                  ],
                  "type": {
                    "code": "education",
                    "label": "Education"
                  },
                  "use_case": "Multi-year partnership to modernize financial workflows across 36 varsity programs supporting nearly 900 student-athletes."
                },
                {
                  "industry": "Nonprofit",
                  "name": "Boys & Girls Clubs of America",
                  "source": [
                    "https://www.businesswire.com/news/home/20260507380190/en/Boys-Girls-Clubs-of-America-Introduces-Ramp-to-1100-Local-Clubs"
                  ],
                  "type": {
                    "code": "nonprofit_ngo",
                    "label": "Nonprofit Ngo"
                  },
                  "use_case": "Expanded partnership to 1,100+ local Clubs. Existing 80+ Clubs using platform have returned over 18,000 hours of administrative time."
                },
                {
                  "industry": "Financial Technology",
                  "name": "Marqeta",
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "7 hours saved on month-end close using Ramp."
                },
                {
                  "industry": "Professional Services",
                  "name": "Advisor360",
                  "type": {
                    "code": "mid_market",
                    "label": "Mid Market"
                  },
                  "use_case": "$80K+ in savings through cashback and software consolidation; 4x ROI in under a year; 50% reduction in AP processing time; 80% reduction in monthly accruals."
                },
                {
                  "industry": "Retail",
                  "name": "Heyday",
                  "type": {
                    "code": "smb",
                    "label": "Smb"
                  },
                  "use_case": "3-5% total savings across all spend."
                }
              ]
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json expandable theme={null}
        {
              "segment": [
                {
                  "description": "Engineering teams, developers, and technical users who need visual workflow building with code capabilities",
                  "is_primary": true,
                  "pain_point_addressed": "Need for control, flexibility, self-hosting options, custom code integration, and complex workflow orchestration without vendor lock-in",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Technical Teams / Developers",
                  "type": {
                    "code": "persona",
                    "label": "Persona"
                  },
                  "use_case": "Building AI agents, workflow automation, CRM automation, backend prototyping"
                },
                {
                  "description": "IT departments automating operational workflows including ticketing, monitoring, and incident response",
                  "is_primary": true,
                  "pain_point_addressed": "Manual repetitive tasks, context-switching, server failures, patch updates, and need for single-pane-of-glass visibility",
                  "source": [
                    "https://n8n.io/itops/"
                  ],
                  "title": "IT Operations Teams",
                  "type": {
                    "code": "business_unit",
                    "label": "Business Unit"
                  },
                  "use_case": "Helpdesk automation, employee lifecycle management, IT infrastructure, compliance"
                },
                {
                  "description": "Security teams using n8n as SOAR (Security Orchestration, Automation, and Response) platform",
                  "is_primary": true,
                  "pain_point_addressed": "Alert fatigue, manual threat response, need for low-code security automation accessible to non-developers",
                  "source": [
                    "https://n8n.io/secops/"
                  ],
                  "title": "Security Operations (SecOps)",
                  "type": {
                    "code": "business_unit",
                    "label": "Business Unit"
                  },
                  "use_case": "Threat intelligence, incident response, vulnerability management, security automation"
                },
                {
                  "description": "Teams building AI agents, RAG systems, and AI-powered automations with human-in-the-loop controls",
                  "is_primary": true,
                  "pain_point_addressed": "Need for guardrails, monitoring, evaluations, and connecting AI models to business systems reliably",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "AI-Focused Teams",
                  "type": {
                    "code": "use_case",
                    "label": "Use Case"
                  },
                  "use_case": "Multi-agent AI systems, RAG chatbots, AI orchestration, LLM integration"
                },
                {
                  "description": "Medium-sized enterprises via Deutsche Telekom certified partner program",
                  "is_primary": false,
                  "pain_point_addressed": "Limited IT resources, need for accessible AI automation with implementation support",
                  "source": [
                    "https://www.thefastmode.com/technology-solutions/48935-deutsche-telekom-partners-with-n8n-to-deliver-ai-agent-automation-for-mid-sized-businesses"
                  ],
                  "title": "Mid-sized Businesses",
                  "type": {
                    "code": "size_tier",
                    "label": "Size Tier"
                  },
                  "use_case": "AI agent orchestration, invoice processing, logistics automation, campaign optimization"
                },
                {
                  "description": "Large enterprises using SAP systems, with n8n integrated into SAP Joule Studio",
                  "is_primary": false,
                  "pain_point_addressed": "Connecting SAP systems to external tools, ensuring compliance and data sovereignty, automating complex enterprise workflows",
                  "source": [
                    "https://www.pymnts.com/news/investment-tracker/2026/sap-integrates-n8n-to-scale-agentic-ai-for-enterprises/"
                  ],
                  "title": "Enterprise (SAP Ecosystem)",
                  "type": {
                    "code": "size_tier",
                    "label": "Size Tier"
                  },
                  "use_case": "Cross-system AI workflows, ERP integration, enterprise automation"
                }
              ],
              "icp": [
                {
                  "buyer_persona": "Engineering Manager, Head of Platform, DevOps Lead, Senior Software Engineer",
                  "buying_structure": {
                    "code": "team_department_led",
                    "label": "Team/Department-Led"
                  },
                  "description": "Technical buyers—engineers, developers, platform teams—who need a workflow tool that does not box them in. They want visual building for speed and full code (JavaScript/Python) escape hatches for complex logic, plus self-hosting to keep data on their own infrastructure. Use cases span AI agent prototyping, RAG pipelines, CRM/SaaS backend glue, and security/ITOps automation. Buying decisions are usually team-led, evaluated against Zapier/Make, and triggered by the need to add AI or scale workflows beyond per-task pricing limits. Strong community (194k+ GitHub stars) and PLG sign-up make adoption start at the developer level and expand to team/company-wide usage.",
                  "evidence_proof_points": [
                    "194,063+ GitHub stars (Top 50 GitHub project)",
                    "1.7 million monthly active developers",
                    "4.9/5 stars on G2",
                    "Miro rebuilt a 4-week AI feature in 10 minutes using n8n",
                    "SanctifAI built first n8n workflow in 2 hours, 3X faster than Python LangChain implementation"
                  ],
                  "firmographic_size": {
                    "code": "mid_market",
                    "label": "Mid-Market"
                  },
                  "geography": "Global",
                  "industry_vertical": "Software and technology",
                  "pain_points": [
                    "Vendor lock-in from per-task pricing at scale",
                    "No self-hosting options in competitor tools",
                    "Inability to drop into custom code for complex logic",
                    "Need for full data sovereignty"
                  ],
                  "primary_use_case": "Building AI agents, RAG pipelines, and backend automations with custom code and self-hosted control",
                  "profile": "Technical teams / developers (PLG)",
                  "purchase_trigger": {
                    "code": "scaling_growth",
                    "label": "Scaling/Growth"
                  },
                  "sales_cycle_length": {
                    "code": "short",
                    "label": "Short (1-3 months)"
                  },
                  "sales_motion": {
                    "code": "product_led_plg",
                    "label": "Product-Led (PLG)"
                  },
                  "target_buyer": "Engineering, developer, and platform engineering teams building internal automation and AI workflows"
                },
                {
                  "buyer_persona": "CTO, CIO, Head of IT Operations, Head of SecOps, Head of AI/Innovation, VP Engineering",
                  "buying_structure": {
                    "code": "multi_stakeholder_committee",
                    "label": "Multi-Stakeholder Committee"
                  },
                  "description": "Large enterprise organizations with multi-stakeholder procurement, security and compliance requirements. n8n is sold to IT, security, data, and innovation teams and embedded into SAP environments through Joule Studio. Buying structure typically involves C-suite sponsorship, security review (SOC 2, GDPR, SSO/SAML, RBAC, audit logs), and integration with existing ERP, ITSM, and SecOps tooling. Triggered by strategic AI adoption, sovereignty mandates, and the need to orchestrate AI agents across existing enterprise systems.",
                  "evidence_proof_points": [
                    "1,400+ enterprise customers",
                    "SAP €60M strategic investment and Joule Studio embedding",
                    "Mercedes-Benz company-wide AI automation across R&D, production, sales, finance, HR and IT",
                    "Vodafone saved £2.2M on threat intelligence automation",
                    "Deutsche Telekom certified partner program"
                  ],
                  "firmographic_size": {
                    "code": "strategic_global_enterprise",
                    "label": "Strategic/Global Enterprise"
                  },
                  "geography": "Global (strong EMEA)",
                  "industry_vertical": "Cross-industry enterprise software, automotive, telecommunications",
                  "pain_points": [
                    "Orchestrating AI agents across disconnected enterprise systems",
                    "Meeting data sovereignty and compliance requirements",
                    "Reducing repetitive IT and security operations work",
                    "Need for SSO, RBAC, audit logs and enterprise governance"
                  ],
                  "primary_use_case": "Enterprise-wide AI workflow orchestration, ITOps automation, and SAP-integrated AI automation",
                  "profile": "Global Enterprise (SAP ecosystem & large corporates)",
                  "purchase_trigger": {
                    "code": "competitive_strategic",
                    "label": "Competitive/Strategic"
                  },
                  "sales_cycle_length": {
                    "code": "long",
                    "label": "Long (6-12 months)"
                  },
                  "sales_motion": {
                    "code": "direct_sales",
                    "label": "Direct Sales"
                  },
                  "target_buyer": "Large enterprises, particularly those running SAP and other mission-critical platforms"
                },
                {
                  "buyer_persona": "IT Director, Head of Operations, Digital Transformation Lead",
                  "buying_structure": {
                    "code": "single_decision_maker",
                    "label": "Single Decision-Maker"
                  },
                  "description": "Mid-sized European companies reached through the Deutsche Telekom certified partner program. These buyers want AI automation accessible without large in-house engineering teams and benefit from bundled implementation, training and support. Decision-making is typically driven by IT or operations leadership with cost-sensitivity around per-task automation pricing from competitors like Zapier.",
                  "evidence_proof_points": [
                    "Mid-size e-commerce company pays ~$50/month on n8n vs $400+/month on Zapier",
                    "Deutsche Telekom certified partner program for mid-sized businesses",
                    "Huel saved 1,000 hours of manual work annually"
                  ],
                  "firmographic_size": {
                    "code": "mid_market",
                    "label": "Mid-Market"
                  },
                  "geography": "Europe (DE, EMEA focus)",
                  "industry_vertical": "Cross-industry, European mid-market",
                  "pain_points": [
                    "Limited internal IT resources for AI automation",
                    "High cost of per-task automation tools at scale",
                    "Need for vendor-supported implementation"
                  ],
                  "primary_use_case": "AI agent orchestration, invoice processing, logistics automation and campaign optimization with partner-led implementation",
                  "profile": "European Mid-Market via Deutsche Telekom channel",
                  "purchase_trigger": {
                    "code": "cost_sensitivity",
                    "label": "Cost Sensitivity"
                  },
                  "sales_cycle_length": {
                    "code": "medium",
                    "label": "Medium (3-6 months)"
                  },
                  "sales_motion": {
                    "code": "partnership_channel",
                    "label": "Partnership/Channel"
                  },
                  "target_buyer": "Mid-sized European businesses seeking managed AI automation deployment"
                },
                {
                  "buyer_persona": "CISO, Head of SOC, Security Engineering Lead",
                  "buying_structure": {
                    "code": "team_department_led",
                    "label": "Team/Department-Led"
                  },
                  "description": "Security operations teams adopting n8n as a SOAR platform to enrich tickets, automate incident response, and orchestrate SIPs and TIPs. Buying is led by SecOps leadership with input from InfoSec and IT. Triggers include alert fatigue, the need to make security automation accessible to non-developers, and the desire to consolidate tooling with low-code visual workflows.",
                  "evidence_proof_points": [
                    "Vodafone saved £2.2 Million on threat intelligence automation (SOAR use case)",
                    "n8n SecOps solution with 350+ native integrations for SIPs and TIPs"
                  ],
                  "firmographic_size": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "geography": "Global",
                  "industry_vertical": "Cybersecurity and SecOps",
                  "pain_points": [
                    "Alert fatigue and manual threat response",
                    "Disparate SIP and TIP tools",
                    "Need for low-code security automation accessible to non-developers"
                  ],
                  "primary_use_case": "Threat intelligence automation, incident response orchestration, vulnerability management",
                  "profile": "Security Operations (SecOps) teams",
                  "purchase_trigger": {
                    "code": "compliance_regulatory",
                    "label": "Compliance/Regulatory"
                  },
                  "sales_cycle_length": {
                    "code": "medium",
                    "label": "Medium (3-6 months)"
                  },
                  "sales_motion": {
                    "code": "land_and_expand",
                    "label": "Land-and-Expand"
                  },
                  "target_buyer": "Security operations and incident response teams"
                }
              ],
              "select_customer": [
                {
                  "industry": "Automotive",
                  "name": "Mercedes-Benz",
                  "source": [
                    "https://letsdatascience.com/news/mercedes-benz-adopts-n8n-for-enterprise-ai-automation-c739a134"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Company-wide AI automation across R&D, production, sales, finance, HR and IT with 1,500+ employees participating in hackathon"
                },
                {
                  "industry": "Telecommunications",
                  "name": "Deutsche Telekom",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Certified partner offering AI agent orchestration platform to mid-sized businesses with implementation support"
                },
                {
                  "industry": "Telecommunications",
                  "name": "Vodafone",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Threat intelligence automation that saved £2.2 Million, used for SOAR capabilities"
                },
                {
                  "industry": "Food & Nutrition",
                  "name": "Huel",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "AI-first company culture with 1,000 hours of manual work saved annually"
                },
                {
                  "industry": "Software",
                  "name": "Miro",
                  "source": [
                    "https://n8n.io/ai-agents/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Rebuilt 4-week AI feature in 10 minutes using n8n"
                },
                {
                  "industry": "Music",
                  "name": "Musixmatch",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Data retrieval and transformation across organization using n8n"
                },
                {
                  "industry": "Technology",
                  "name": "Wayfair",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Workflow automation platform user"
                },
                {
                  "industry": "Enterprise Software",
                  "name": "SAP",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Strategic investment and partnership embedding n8n into Joule Studio for enterprise automation"
                },
                {
                  "industry": "Technology",
                  "name": "Stepstone",
                  "source": [
                    "https://n8n.io/itops/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Data source integration sped up 25X, 2 weeks of work completed in 2 hours"
                },
                {
                  "industry": "AI Services",
                  "name": "SanctifAI",
                  "source": [
                    "https://n8n.io/ai/"
                  ],
                  "type": {
                    "code": "enterprise",
                    "label": "Enterprise"
                  },
                  "use_case": "Human-AI collaboration workflows, built first n8n workflow in 2 hours (3X faster than Python)"
                }
              ]
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>

  <Accordion title="Technology (8 fields)">
    `technology` Technology stack, APIs, integrations, AI capabilities, and app presence.

    | **Field**                | **Type**                                                           | **Description**                                                                     |
    | :----------------------- | :----------------------------------------------------------------- | :---------------------------------------------------------------------------------- |
    | `is_technology_focussed` | boolean                                                            | Indicates whether the company is fundamentally a technology-focused company.        |
    | `api_detail`             | object (has\_api, has\_mcp, docs\_url, sdk\_language, description) | Details on the company's API/developer platform, including MCP support.             |
    | `integration`            | array of objects (title, description, type, source)                | Third-party technology and platform integrations.                                   |
    | `ai_capability`          | array of objects (type, description, source)                       | AI capabilities by modality (text, image, video, audio, multimodal, agentic, etc.). |
    | `ai_maturity`            | object (scale)                                                     | Score/rating representing the company's AI maturity level.                          |
    | `app_detail`             | object (has\_app, app\_url)                                        | Mobile app availability and store links (App Store, Play Store).                    |
    | `feature`                | array of objects (title, description, differentiator, source)      | Key product features and their differentiators.                                     |
    | `core_technology`        | string                                                             | Description of the company's core underlying technology.                            |

    **View Samples**

    <Tabs>
      <Tab title="Ramp">
        ```json expandable theme={null}
        {
              "is_technology_focussed": true,
              "api_detail": {
                "description": "Ramp offers a CLI tool (Ramp CLI v0.1.5) that allows users to submit reimbursements from their terminal. Developer documentation is available at docs.ramp.com.",
                "docs_url": "https://docs.ramp.com/",
                "has_api": true
              },
              "integration": [
                {
                  "description": "Native integration for bidirectional sync; transactions auto-coded and synced to QuickBooks automatically.",
                  "title": "QuickBooks Online",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Native integration for bidirectional sync; transactions auto-coded and synced to Xero automatically.",
                  "title": "Xero",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Native integration with two-way sync; ERP connection achievable in 5 minutes according to implementation guide.",
                  "title": "NetSuite",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Native integration for bidirectional sync; transactions auto-coded and synced to Sage Intacct automatically.",
                  "title": "Sage Intacct",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Native integration for ERP sync and accounting automation.",
                  "title": "Workday",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Native integration for ERP sync and accounting automation.",
                  "title": "Oracle Fusion Cloud",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Automatically syncs card transactions, vendor payments, and employee reimbursements to the general ledger, eliminating manual reconciliation; enables AI-based GL coding and real-time spend visibility.",
                  "source": [
                    "https://aijourn.com/accounting-seed-launches-ramp-integration-to-enhance-spend-management-offering-and-unlock-zero-day-close/"
                  ],
                  "title": "Accounting Seed",
                  "type": {
                    "code": "data_pipeline_etl",
                    "label": "Data Pipeline Etl"
                  }
                },
                {
                  "description": "Strategic partnership integrating Ramp's AP workflows with Consero's AI-native general ledger environment led by Rillet; enables automated invoice processing, smarter spend controls, and accelerated month-end close.",
                  "source": [
                    "https://www.financialcontent.com/article/accwirecq-2026-4-27-consero-global-partners-with-ramp-to-deliver-ai-powered-accounts-payable-and-spend-automation-through-fusion-lab"
                  ],
                  "title": "Consero Global (via Rillet)",
                  "type": {
                    "code": "accounting",
                    "label": "Accounting"
                  }
                },
                {
                  "description": "Strategic partnership offering mutual clients integrated tools for managing payroll, HR, and financial operations; combines payroll and HR tools with finance automation features.",
                  "source": [
                    "https://www.businesswire.com/news/home/20260505838177/en/OnPay-and-Ramp-Announce-Partnership-to-Help-Small-Businesses-Streamline-Operations"
                  ],
                  "title": "OnPay",
                  "type": {
                    "code": "ats_hris",
                    "label": "Ats Hris"
                  }
                },
                {
                  "description": "Strategic partnership embedding institutional-grade fixed income portfolio management directly into Ramp's platform; enables automated treasury management; over $1 billion in deposits added through Ramp's Investment Account in three months.",
                  "source": [
                    "https://www.prnewswire.com/news-releases/moment-and-ramp-partner-to-bring-institutional-cash-management-to-finance-teams-302795531.html"
                  ],
                  "title": "Moment",
                  "type": {
                    "code": "bi_analytics",
                    "label": "Bi Analytics"
                  }
                },
                {
                  "description": "Employees can submit receipts via Slack; 200+ integrations available.",
                  "title": "Slack",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Employees can submit receipts via Microsoft Teams; 200+ integrations available.",
                  "title": "Microsoft Teams",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "HRIS connection available as part of 200+ integrations for user sync and employee management.",
                  "title": "HRIS systems",
                  "type": {
                    "code": "ats_hris",
                    "label": "Ats Hris"
                  }
                },
                {
                  "description": "Ramp's Stablecoin Accounts product is built on Privy wallets and integrated with Bridge and Stripe, allowing businesses to hold stablecoins, earn rewards, and pay employees or vendors globally.",
                  "source": [
                    "https://stripe.com/en-at/sessions/2026/digital-wallets-as-global"
                  ],
                  "title": "Privy",
                  "type": {
                    "code": "payment_billing",
                    "label": "Payment Billing"
                  }
                }
              ],
              "ai_capability": [
                {
                  "description": "AI agents process and generate text for expense memos, invoice extraction, contract parsing, and policy review; NLP used for invoice transcription with line-item accuracy.",
                  "type": {
                    "code": "text",
                    "label": "Text"
                  }
                },
                {
                  "description": "AI processes tabular and transaction data for auto-coding, three-way PO matching, duplicate detection, and GL account mapping.",
                  "type": {
                    "code": "structured_data",
                    "label": "Structured Data"
                  }
                },
                {
                  "description": "Ramp's AI capabilities include token spend management for AI coding tools including Cursor and model usage tracking for Anthropic, OpenAI, and Gemini.",
                  "source": [
                    "https://www.pymnts.com/news/artificial-intelligence/2026/fintech-finds-new-category-ai-untracked-costs/"
                  ],
                  "type": {
                    "code": "code",
                    "label": "Code"
                  }
                },
                {
                  "description": "Procurement AI agents parse contracts and screenshots to auto-populate request forms; AI extracts terms from uploaded vendor contracts.",
                  "type": {
                    "code": "multimodal",
                    "label": "Multimodal"
                  }
                },
                {
                  "description": "Four AI agents in AP handle auto-coding, fraud prevention, approval routing, and automatic payment. Fleet of AI procurement agents handle employee intake requests, vendor sourcing, compliance checks, and contract renewals. Policy Agent reviews 100% of expenses automatically. Ramp positions itself toward autonomous corporate payments via Visa partnership.",
                  "type": {
                    "code": "autonomous_agents",
                    "label": "Autonomous Agents"
                  }
                },
                {
                  "description": "AI-powered automation handles expense coding, invoice processing, policy enforcement, and fraud detection. OCR with 99% accuracy extracts invoice data on upload. Automatic expense coding and categorization trained on 70,000+ customer transaction patterns. Three-way matching (PO, invoice, receipt) with automatic payment blocking on discrepancies.",
                  "type": {
                    "code": "process_automation",
                    "label": "Process Automation"
                  }
                },
                {
                  "description": "Autonomous transaction review and fraud detection across all spend. Ramp's AI reviews every transaction in real time, catches duplicate subscription charges and flags for finance team. Eighteen times fewer clicks to process a bill compared to Bill.com. Radar fraud protection integrated for token theft prevention.",
                  "type": {
                    "code": "anomaly_detection",
                    "label": "Anomaly Detection"
                  }
                },
                {
                  "description": "AI Token Spend Management product aggregates token-level usage and costs from AI providers to help finance teams attribute spending to teams, projects, and use cases. Monitors Anthropic, OpenAI, Gemini, and Cursor for AI consumption costs.",
                  "source": [
                    "https://www.pymnts.com/news/artificial-intelligence/2026/fintech-finds-new-category-ai-untracked-costs/"
                  ],
                  "type": {
                    "code": "predictive_analytics",
                    "label": "Predictive Analytics"
                  }
                },
                {
                  "description": "Invoice transcription with line-item accuracy via OCR. AI extracts terms from uploaded vendor contracts. Smart OCR learns from AP team corrections to auto-fill invoices. Automatic classification of forwarded email attachments into draft bills and supporting documents.",
                  "type": {
                    "code": "natural_language_processing",
                    "label": "Natural Language Processing"
                  }
                },
                {
                  "description": "Ramp Stack AI operating system for accounting firms runs AI agents that execute end-to-end accounting tasks. Uses editable procedure documents called 'Skills' that encode firm SOPs with built-in Advisor Console for human review and approval. Outperformed general-purpose models on 200+ accounting tasks graded by working accountants.",
                  "source": [
                    "https://letsdatascience.com/news/ramp-launches-stack-ai-operating-system-for-accounting-firms-929f7472"
                  ],
                  "type": {
                    "code": "generative_ai",
                    "label": "Generative Ai"
                  }
                }
              ],
              "ai_maturity": {
                "description": "Ramp's product architecture is fundamentally built around AI agents rather than retrofitted AI features: four dedicated AI agents operate in accounts payable alone (auto-coding, fraud prevention, approval routing, payment), a Policy Agent reviews 100% of expenses, and a full procurement AI agent fleet handles vendor sourcing and contract review. The auto-coding model is trained on 70,000+ customer transaction patterns, achieving 90% accuracy and representing a proprietary data flywheel. Ramp Stack for accounting firms reportedly outperformed general-purpose models on 200+ accounting tasks graded by working accountants. The Harvard Business Review cited Ramp as a leading example of agentic AI deployment. However, the model-agnostic Applied AI Solutions approach and Token Spend Management product covering Anthropic, OpenAI, Gemini, and Cursor indicate heavy dependency on third-party foundation models rather than fully proprietary AI — keeping maturity below 5. Key risk: competitive parity in agentic AI from Brex, Bill.com, and new entrants could erode differentiation; key opportunity: the proprietary transaction data flywheel creates compounding advantages as customer base scales.",
                "scale": 4,
                "label": "AI Native"
              },
              "app_detail": {
                "has_app": false
              },
              "feature": [
                {
                  "description": "AI agent that reviews 100% of expenses automatically, flags exceptions only, enforcing spending policies in real-time at transaction time rather than post-hoc.",
                  "differentiator": {
                    "code": "domain_specialization",
                    "label": "Domain Specialization"
                  },
                  "title": "Policy Agent"
                },
                {
                  "description": "Four AI agents handle accounts payable workflows: auto-coding of invoices, fraud detection, approval routing, and automatic payment scheduling with 99% OCR accuracy.",
                  "differentiator": {
                    "code": "automation_efficiency",
                    "label": "automation_efficiency"
                  },
                  "title": "AP AI Agents (Auto-coding, Fraud Prevention, Approval, Payment)"
                },
                {
                  "description": "AI agents for triaging employee requests, sourcing vendors, reviewing contract terms, and handling compliance checks, leveraging anonymized pricing benchmarks from millions of transactions.",
                  "differentiator": {
                    "code": "domain_specialization",
                    "label": "Domain Specialization"
                  },
                  "title": "Procurement AI Agents"
                },
                {
                  "description": "Autonomous transaction review, policy enforcement, and fraud detection across all spend. Automatic expense coding trained on 70,000+ customer transaction patterns. 90% of transactions auto-coded accurately.",
                  "differentiator": {
                    "code": "accuracy_precision",
                    "label": "Accuracy Precision"
                  },
                  "title": "Ramp Intelligence"
                },
                {
                  "description": "AI operating system built specifically for accounting firms, running AI agents that execute end-to-end accounting tasks using editable procedure documents called 'Skills' that encode firm SOPs.",
                  "differentiator": {
                    "code": "domain_specialization",
                    "label": "Domain Specialization"
                  },
                  "title": "Ramp Stack"
                },
                {
                  "description": "AI-powered product for tracking and managing AI token consumption costs, aggregating token-level usage and costs from AI providers like Anthropic, OpenAI, Gemini, and Cursor into dashboards for finance teams.",
                  "differentiator": {
                    "code": "novel_method_architecture",
                    "label": "Novel Method Architecture"
                  },
                  "title": "Token Spend Management"
                },
                {
                  "description": "99% OCR accuracy extracts invoice data on upload with line-item accuracy and intelligent three-way matching against POs and receipts.",
                  "differentiator": {
                    "code": "accuracy_precision",
                    "label": "Accuracy Precision"
                  },
                  "title": "OCR Invoice Processing"
                },
                {
                  "description": "Business accounts allowing companies to hold USDC and USDT stablecoins, earn rewards, and pay employees or vendors globally 24/7 via stablecoin rails.",
                  "differentiator": {
                    "code": "novel_method_architecture",
                    "label": "Novel Method Architecture"
                  },
                  "title": "Stablecoin Accounts"
                },
                {
                  "description": "AI agents for automating corporate bill pay, enabling autonomous execution of payment workflows in partnership with Visa.",
                  "differentiator": {
                    "code": "automation_efficiency",
                    "label": "automation_efficiency"
                  },
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-fleet-of-ai-agents-across-its-procurement-platform-302756657.html"
                  ],
                  "title": "AI Agent for Autonomous Corporate Payments"
                },
                {
                  "description": "Service unit embedding engineers within customer organizations to build bespoke AI systems on Ramp's platform for finance teams, using a model-agnostic approach routing workflows to best-performing AI model.",
                  "differentiator": {
                    "code": "customizability_configurability",
                    "label": "Customizability Configurability"
                  },
                  "source": [
                    "https://www.prnewswire.com/news-releases/ramp-launches-applied-ai-solutions-helping-enterprises-deploy-ai-agents-across-finance-operations-302796179.html"
                  ],
                  "title": "Ramp Applied AI Solutions"
                }
              ],
              "core_technology": "AI-powered financial operations platform combining corporate cards, expense management, accounts payable, travel booking, procurement, and accounting automation into a unified system with autonomous AI agents for transaction review, policy enforcement, fraud detection, and payment processing."
            }
        ```
      </Tab>

      <Tab title="n8n">
        ```json expandable theme={null}
        {
              "is_technology_focussed": true,
              "api_detail": {
                "description": "n8n provides a REST API accessible via HTTP Request nodes, enabling developers to connect to any API. The platform supports webhooks for triggering workflows, MCP (Model Context Protocol) for connecting workflows to AI platforms, and custom API connections via the HTTP Request node. Enterprises can deploy with SSO/SAML, LDAP, encrypted secret stores, version control, and RBAC permissions.",
                "docs_url": "https://docs.n8n.io",
                "has_api": true,
                "has_mcp": true
              },
              "integration": [
                {
                  "description": "Native integration for GPT models including GPT-3, DALL·E, and Whisper for building AI-powered workflows",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "OpenAI",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for Claude models for tasks including writing, research, and coding",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Anthropic",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for Gemini AI assistant app with voice and image input support",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Google Gemini",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for storage and synchronization service",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Google Drive",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for sending and receiving emails",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Gmail",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for team collaboration and communication",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Slack",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for professional email service",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Microsoft Outlook",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for messaging app with group chat support up to 200,000 members",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Telegram",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for group communication",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Discord",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for all-in-one workspace with tasks, wikis, and databases",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Notion",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for time-management and calendar service",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Google Calendar",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for task management",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Todoist",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for work management tool",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "ClickUp",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for flexible work management and project tracking",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Trello",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for team collaboration and communication",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Microsoft Teams",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for issue tracking and Agile project management",
                  "source": [
                    "https://n8n.io/itops/"
                  ],
                  "title": "Jira Software",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for marketing and sales software with CRM, automation, and lead management",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "HubSpot",
                  "type": {
                    "code": "sales",
                    "label": "sales"
                  }
                },
                {
                  "description": "Native integration for sales-focused CRM with pipeline management",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Pipedrive",
                  "type": {
                    "code": "sales",
                    "label": "sales"
                  }
                },
                {
                  "description": "Native integration for open-source relational database with extensibility and SQL compliance",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Postgres",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for open-source relational database management system",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "MySQL",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for document-oriented database platform",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "MongoDB",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for SQL Server database management",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Microsoft SQL",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for open-source Firebase alternative with database and authentication",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Supabase",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for scalable object storage service",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "AWS S3",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for open-source suite for data control and remote collaboration",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Nextcloud",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for open-source no-code database",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Baserow",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for open-source advanced key-value store and data structure server",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Redis",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration for connecting, synchronizing data and team activities",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Airtable",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for web-based spreadsheet program",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Google Sheets",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for spreadsheet tool in Office Suite",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Microsoft Excel 365",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration trigger for open-source WordPress e-commerce platform",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "WooCommerce",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for software development and collaboration platform",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "GitHub",
                  "type": {
                    "code": "development",
                    "label": "development"
                  }
                },
                {
                  "description": "Native integration for customer engagement platform with personalized campaigns",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Twilio",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for cloud-based email delivery service",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "SendGrid",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native integration for open-source marketing automation with lead generation and segmentation",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Mautic",
                  "type": {
                    "code": "marketing",
                    "label": "marketing"
                  }
                },
                {
                  "description": "Native integration for microblogging and social networking platform",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "X (formerly Twitter)",
                  "type": {
                    "code": "marketing",
                    "label": "marketing"
                  }
                },
                {
                  "description": "Native integration for weather data including forecasts, nowcasts, and historical data",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "OpenWeatherMap",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for answering API queries using pre-existing data",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "GraphQL",
                  "type": {
                    "code": "development",
                    "label": "development"
                  }
                },
                {
                  "description": "Native integration for real-time notifications across multiple devices",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Pushover",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Native integration trigger for OASIS standard messaging protocol for IoT devices",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "MQTT",
                  "type": {
                    "code": "communication",
                    "label": "Communication"
                  }
                },
                {
                  "description": "Native vector store integration for RAG workflows",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "Pinecone",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native vector store integration for RAG workflows",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "Qdrant",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native vector store integration for RAG workflows",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "Weaviate",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native vector store integration for RAG workflows",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "Milvus",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for vector store and memory for AI agents",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "Zep",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for vector search capabilities",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "MongoDB Atlas",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for running LLMs locally with offline functionality",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "Ollama",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native integration for AI-powered text-to-speech",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "ElevenLabs",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Verified community node integration for browser infrastructure with 3,000+ browser, OS, and device environments",
                  "source": [
                    "https://n8n.io/workflows/"
                  ],
                  "title": "Browserbase",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Native community nodes for enterprise data fabric spanning edge, office, and cloud environments. Enables linking file data to AI services, content automation, and visual workflow interface",
                  "source": [
                    "https://itbrief.in/story/ctera-links-file-data-to-n8n-automation-for-ai-use"
                  ],
                  "title": "CTERA",
                  "type": {
                    "code": "data_storage",
                    "label": "data_storage"
                  }
                },
                {
                  "description": "Official partner integration providing verified n8n Community Node with browser cloud access for AI agent workflows",
                  "source": [
                    "https://www.businesswire.com/news/home/20260618686350/en/TestMu-AI-Launches-Official-n8n-partner-integration-Bringing-Real-Browser-Infrastructure-to-AI-Agent-Workflows"
                  ],
                  "title": "TestMu AI (formerly LambdaTest)",
                  "type": {
                    "code": "ai",
                    "label": "ai"
                  }
                },
                {
                  "description": "Embedded n8n workflow automation in Clive platform for claims teams with 500+ external app connectors",
                  "source": [
                    "https://www.tipranks.com/news/private-companies/five-sigma-highlights-no-code-workflow-automation-to-boost-claims-efficiency"
                  ],
                  "title": "Five Sigma",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Official n8n community node for creating, updating, and deleting live websites from automated workflows",
                  "source": [
                    "https://www.openpr.com/news/4497238/tiiny-host-launches-n8n-node-turning-any-automated-workflow"
                  ],
                  "title": "Tiiny Host",
                  "type": {
                    "code": "productivity",
                    "label": "productivity"
                  }
                },
                {
                  "description": "Native integration for fetching secrets without storing in n8n",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "AWS Secrets Manager",
                  "type": {
                    "code": "cloud_infrastructure",
                    "label": "Cloud Infrastructure"
                  }
                },
                {
                  "description": "Native integration for fetching secrets without storing in n8n",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Azure Key Vault",
                  "type": {
                    "code": "cloud_infrastructure",
                    "label": "Cloud Infrastructure"
                  }
                },
                {
                  "description": "Native integration for secret management without storing in n8n",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Google Cloud Platform",
                  "type": {
                    "code": "cloud_infrastructure",
                    "label": "Cloud Infrastructure"
                  }
                },
                {
                  "description": "Native integration for fetching secrets without storing in n8n",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "HashiCorp Vault",
                  "type": {
                    "code": "cloud_infrastructure",
                    "label": "Cloud Infrastructure"
                  }
                },
                {
                  "description": "Native integration for secret management without storing in n8n",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "title": "Infisical",
                  "type": {
                    "code": "cloud_infrastructure",
                    "label": "Cloud Infrastructure"
                  }
                },
                {
                  "description": "Native integration for observability and monitoring with log streaming capabilities",
                  "source": [
                    "https://go.theregister.com/feed/www.theregister.com/2026/03/12/cisa_n8n_rce/"
                  ],
                  "title": "Datadog",
                  "type": {
                    "code": "development",
                    "label": "development"
                  }
                }
              ],
              "ai_capability": [
                {
                  "description": "Natural language processing for chat interfaces, document Q&A, text summarization, and content generation across AI agent workflows",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "text",
                    "label": "Text"
                  }
                },
                {
                  "description": "Multi-agent systems combining AI reasoning, tool use, and data retrieval for complex workflow orchestration",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "multimodal",
                    "label": "Multimodal"
                  }
                },
                {
                  "description": "RAG workflows operating on documents, databases, and knowledge bases for accurate AI responses",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "type": {
                    "code": "structured_data",
                    "label": "Structured Data"
                  }
                },
                {
                  "description": "Text-to-speech integration via ElevenLabs for voice output in workflows",
                  "source": [
                    "https://n8n.io/workflows/"
                  ],
                  "type": {
                    "code": "audio",
                    "label": "Audio"
                  }
                },
                {
                  "description": "AI-powered video generation workflows using VEO 3 integration for social media automation",
                  "source": [
                    "https://n8n.io/integrations/"
                  ],
                  "type": {
                    "code": "video",
                    "label": "Video"
                  }
                },
                {
                  "description": "Multi-agent systems, deep research agents, RAG agents, and planning agents that can coordinate, reason, and execute complex workflows with human-in-the-loop guardrails. Supports Claude, GPT, Gemini, and local models via Ollama.",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "autonomous_agents",
                    "label": "Autonomous Agents"
                  }
                },
                {
                  "description": "RAG (Retrieval-Augmented Generation) systems with native vector store integrations (Pinecone, Qdrant, Supabase, Weaviate, Milvus) for document ingestion, chunking, embeddings, retrieval, and memory. Supports agentic RAG with multi-agent orchestration.",
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "type": {
                    "code": "knowledge_retrieval",
                    "label": "Knowledge Retrieval"
                  }
                },
                {
                  "description": "ITOps automation for helpdesk, employee lifecycle, alerts, incidents, infrastructure. SecOps automation for security operations with 350+ native integrations for SIPs and TIPs.",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "process_automation",
                    "label": "Process Automation"
                  }
                },
                {
                  "description": "AI-powered content generation including viral video creation with VEO 3, text-to-speech via ElevenLabs, and AI chatbot capabilities with memory and tool access.",
                  "source": [
                    "https://n8n.io/workflows/"
                  ],
                  "type": {
                    "code": "generative_ai",
                    "label": "Generative Ai"
                  }
                },
                {
                  "description": "AI nodes for summarization, Q&A, text classification, and document processing. Chat interfaces with conversational AI and multi-step agents.",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "natural_language_processing",
                    "label": "Natural Language Processing"
                  }
                },
                {
                  "description": "Security operations automation for detecting and responding to threats, with real-time alerts and incident response workflows.",
                  "source": [
                    "https://n8n.io/itops/"
                  ],
                  "type": {
                    "code": "anomaly_detection",
                    "label": "Anomaly Detection"
                  }
                },
                {
                  "description": "Workflow optimization with AI evaluations for testing reliability, monitoring drift, and refining prompts and model selection.",
                  "source": [
                    "https://n8n.io/"
                  ],
                  "type": {
                    "code": "optimization",
                    "label": "Optimization"
                  }
                }
              ],
              "ai_maturity": {
                "description": "n8n is AI-native at the product layer rather than the model layer: AI is not a feature but the core architectural premise (visual workflow orchestration around agents, RAG, and tool use). Proprietary AI-specific product surfaces include the AI Agent Builder (multi-agent coordination with memory and human-in-the-loop guardrails), a full RAG system builder with native vector store integrations (Pinecone, Qdrant, Weaviate, Milvus, Zep, MongoDB Atlas), AI evaluations for drift/reliability monitoring, and an MCP server exposing n8n workflows as tools to other AI platforms. However, n8n does not build foundational models; it integrates OpenAI, Anthropic, Google Gemini, Mistral, and local models via Ollama, and wraps LangChain. There is no evidence of published research, patents, or proprietary training pipelines. Authenticity is high (deep workflow-of-thought integration, not bolted-on chatbots) but the AI moat is orchestration-layer rather than model-layer, with execution-based pricing and MCP-native interoperability as the key defensible differentiators against both Zapier-style incumbents and LangChain-style frameworks.",
                "scale": 3,
                "label": "AI Differentiated"
              },
              "app_detail": {
                "has_app": false
              },
              "feature": [
                {
                  "description": "Leading visual editor for fast iteration with instant results display, supporting both native nodes and custom code",
                  "differentiator": {
                    "code": "ease_of_use_implementation",
                    "label": "Ease Of Use Implementation"
                  },
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Visual Workflow Builder"
                },
                {
                  "description": "Build AI agents with memory, tools, and multi-agent coordination capabilities for production environments",
                  "differentiator": {
                    "code": "integration_interoperability",
                    "label": "Integration Interoperability"
                  },
                  "source": [
                    "https://n8n.io/ai-agents/"
                  ],
                  "title": "AI Agent Builder"
                },
                {
                  "description": "Complete RAG (Retrieval-Augmented Generation) systems with native integrations for ingestion, chunking, embeddings, and retrieval",
                  "differentiator": {
                    "code": "integration_interoperability",
                    "label": "Integration Interoperability"
                  },
                  "source": [
                    "https://n8n.io/rag/"
                  ],
                  "title": "RAG System Builder"
                },
                {
                  "description": "Native LangChain integration for modular AI applications that integrate smoothly into existing workflows",
                  "differentiator": {
                    "code": "integration_interoperability",
                    "label": "Integration Interoperability"
                  },
                  "source": [
                    "https://n8n.io/itops/"
                  ],
                  "title": "LangChain Integration"
                },
                {
                  "description": "MCP support enabling n8n workflows to be callable by any AI platform and to call other MCP-enabled tools",
                  "differentiator": {
                    "code": "integration_interoperability",
                    "label": "Integration Interoperability"
                  },
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Model Context Protocol (MCP)"
                },
                {
                  "description": "Workflow execution as single run regardless of steps or data volume, unlike per-task pricing competitors",
                  "differentiator": {
                    "code": "cost_efficiency",
                    "label": "Cost Efficiency"
                  },
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Execution-Based Pricing Model"
                },
                {
                  "description": "Full source code on GitHub, Docker/K8s deployment, air-gapped private network support",
                  "differentiator": {
                    "code": "safety_security_architecture",
                    "label": "Safety Security Architecture"
                  },
                  "source": [
                    "https://n8n.io/"
                  ],
                  "title": "Self-Hosting Capability"
                },
                {
                  "description": "Built-in evaluations feature to test AI reliability against defined metrics and track drift",
                  "differentiator": {
                    "code": "accuracy_precision",
                    "label": "Accuracy Precision"
                  },
                  "source": [
                    "https://n8n.io/itops/"
                  ],
                  "title": "AI Evaluations"
                }
              ],
              "core_technology": "Node.js-based visual workflow automation platform with node-based architecture enabling drag-and-drop workflow building, JavaScript/Python code nodes, and extensive integration capabilities"
            }
        ```
      </Tab>
    </Tabs>
  </Accordion>
</AccordionGroup>
