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Side-by-side peer benchmarking report.

Request reference

Generates a comprehensive multi-dimensional comparison of up to 5 companies covering fundamentals, product offerings, employee reviews, hiring trends, and market visibility. POST   /api/workflow_manager/start/
curl 'https://api.wokelo.ai/api/workflow_manager/start/' \
  --header 'Authorization: Bearer Token' \
  --header 'Content-Type: application/json' \
  --data '{
    "workflow": "player_comparison",
    "websites": ["stripe.com", "paypal.com", "square.com"],
    "workbook_name": "Payments Competitive Landscape"
  }'
View detailed API reference for details of each parameter.

Examples

A Sample Request
curl --location 'https://api.wokelo.ai/api/workflow_manager/start/' \
--header 'Content-Type: application/json' \
--header 'Authorization: Bearer Token' \
--data '{
    "workflow": "player_comparison",
    "websites": [
        "https://we.are.expensify.com/",
        "https://ramp.com/",
        "https://www.airbase.com/",
        "http://www.expensya.com/",
        "https://payhawk.com/"
    ],
    "workbook_name": "Peer Comparison"
}'
Sample Response
{
    "Firmographics": {
        "Firmographic": {
            "firmographics": {
                "firmographics": [
                    {
                        "organization": {
                            "name": "Expensify",
                            "logo": "https://wklogo.blob.core.windows.net/logos-thumbnail/expensify-com.png",
                            "url": "https://app.wokelo.ai/dashboard/workflows/company-deep-dive-new-v2/?company=expensify-com"
                        },
                        "details": {
                            "industry": "Accounting, Enterprise Applications, Enterprise Software, Financial Services, FinTech",
                            "product_category": "Online Expense Management Service",
                            "founded_year": "2008",
                            "hq": "San Francisco, United States",
                            "company_type": "public",
                            "employees_in_crunchbase": "101-250",
                            "website": "https://we.are.expensify.com",
                            "total_funding": 138200000,
                            "last_funding_round": {
                                "currency": "USD",
                                "round": "Public"
                            },
                            "financials": {
                                "Ticker": "NASDAQ:EXFY",
                                "Total revenue": {
                                    "period": "2024-12-31",
                                    "v": 139236000.0,
                                    "currency": "USD"
                                },
                                "EBITDA": {
                                    "period": "2024-12-31",
                                    "v": 94000.0,
                                    "currency": "USD"
                                },
                                "EBITDA margin (%)": {
                                    "period": "2024-12-31",
                                    "v": 0.0675,
                                    "currency": "USD"
                                },
                                "Net Income": {
                                    "period": "2024-12-31",
                                    "v": -10055000.0,
                                    "currency": "USD"
                                },
                                "Net margin (%)": {
                                    "period": "2024-12-31",
                                    "v": -7.2215,
                                    "currency": "USD"
                                },
                                "Basic EPS": {
                                    "period": "2024-12-31",
                                    "v": -0.1151,
                                    "currency": "USD"
                                },
                                "Market cap": {
                                    "period": "2024-12-31",
                                    "v": 137697595.0,
                                    "currency": "USD"
                                },
                                "EV/Sales": {
                                    "period": "2024-12-31",
                                    "v": 0.6851,
                                    "currency": "USD"
                                },
                                "EV/EBITDA": {
                                    "period": "2024-12-31",
                                    "v": 1014.8148,
                                    "currency": "USD"
                                },
                                "P/E": {
                                    "period": "2024-12-31",
                                    "v": -12.8616,
                                    "currency": "USD"
                                },
                                "EV/EBIT": {
                                    "period": "2024-12-31",
                                    "v": -116.3324,
                                    "currency": "USD"
                                },
                                "EBIT margin (%)": {
                                    "period": "2024-12-31",
                                    "v": -0.5889,
                                    "currency": "USD"
                                },
                                "Diluted EPS": {
                                    "period": "2024-12-31",
                                    "v": null,
                                    "currency": "USD"
                                }
                            }
                        },
                        "description": "Expensify is a financial services startup that provides an online expense management service for businesses. It is a great solution for solopreneurs, startups, SMBs, mid-market companies, and enterprises. The company's expense management service does expense reports by importing expenses and receipts from credit cards and emails in conjunction with the Expensify mobile app to take pictures of receipts. Expense reimbursement can be done in-product through ACH Direct Deposit or by exporting reports to a payroll solution. Expensify's patented SmartScan technology reads receipts and automatically creates expenses or matches them to transactions imported from a credit card."
                    },
                    {
                        "organization": {
                            "name": "Ramp",
                            "logo": "https://wklogo.blob.core.windows.net/logos-thumbnail/ramp-financial.png",
                            "url": "https://app.wokelo.ai/dashboard/workflows/company-deep-dive-new-v2/?company=ramp-financial"
                        },
                        "details": {
                            "industry": "Finance, Financial Services, FinTech",
                            "product_category": "Corporate Spend Management Solutions",
                            "founded_year": "2019",
                            "hq": "New York, United States",
                            "company_type": "startup",
                            "employees_in_crunchbase": "1001-5000",
                            "website": "https://ramp.com",
                            "total_funding": 2967000000,
                            "last_funding_round": {
                                "currency": "USD",
                                "value": 500000000,
                                "date": "2025-07-30",
                                "round": "Series E"
                            }
                        },
                        "description": "Ramp provides a unified finance operations platform that includes corporate cards, expense tracking, bill payments, vendor and procurement workflows, travel management, and automated accounting. The platform embeds policy controls, approval workflows, and real‑time alerts to manage spending proactively, helping finance teams reduce manual tasks and improve visibility. It integrates with ERP and HRIS systems, syncs transactions reliably, and supports global operations across multiple currencies. Leveraging AI, Ramp automates expense submission, invoice processing, data coding, and cost‑saving insights. Businesses report accelerated month‑end closing, fewer errors, and more transparent spending with the platform."
                    },
                    {
                        "organization": {
                            "name": "Airbase",
                            "logo": "https://wklogo.blob.core.windows.net/logos-thumbnail/airbase.png",
                            "url": "https://app.wokelo.ai/dashboard/workflows/company-deep-dive-new-v2/?company=airbase"
                        },
                        "details": {
                            "industry": "Billing, Finance, Financial Services, FinTech, Information Technology, Payments, Software",
                            "product_category": "Spend Management Software",
                            "founded_year": "2017",
                            "hq": "San Francisco, United States",
                            "company_type": "startup",
                            "employees_in_crunchbase": "251-500",
                            "website": "https://www.airbase.com/",
                            "total_funding": 251500000,
                            "last_funding_round": {
                                "currency": "USD",
                                "round": "Acquired"
                            }
                        },
                        "description": "Airbase is a software development company that provides spend management software for bill payments, reporting, corporate cards, and AP automation. The software combines accounts payable automation, expense management, virtual cards, and vendor payment services."
                    },
                    {
                        "organization": {
                            "name": "Expensya",
                            "logo": "https://wklogo.blob.core.windows.net/logos-thumbnail/expensya.png",
                            "url": "https://app.wokelo.ai/dashboard/workflows/company-deep-dive-new-v2/?company=expensya"
                        },
                        "details": {
                            "industry": "Accounting, FinTech, SaaS, Software",
                            "product_category": "Expense Management Software",
                            "founded_year": "2014",
                            "hq": "Paris, France",
                            "company_type": "private",
                            "employees_in_crunchbase": "101-250",
                            "website": "http://www.expensya.com",
                            "total_funding": 25600000,
                            "last_funding_round": {
                                "currency": "USD",
                                "round": "Acquired"
                            }
                        },
                        "description": "Expensya provides a web and mobile solution that automates expense management for businesses. The platform overcomes issues inherent to contemporary professions and automates expense reports management from the receipt stage to its archiving, by introducing technologies such as the Cloud, Artificial Intelligence, Machine Learning, Big Data, and Business Intelligence. It is translated in eight languages and adapts to the local accounting rules of approximately fifty countries, and to the specific needs of companies.  The company was co-founded in 2014 by Karim Jouini and Jihed Othmani."
                    },
                    {
                        "organization": {
                            "name": "Payhawk",
                            "logo": "https://wklogo.blob.core.windows.net/logos-thumbnail/payhawk.png",
                            "url": "https://app.wokelo.ai/dashboard/workflows/company-deep-dive-new-v2/?company=payhawk"
                        },
                        "details": {
                            "industry": "Financial Services, FinTech, Payments, Software",
                            "product_category": "Spend Management Platform",
                            "founded_year": "2018",
                            "hq": "London, United Kingdom",
                            "company_type": "startup",
                            "employees_in_crunchbase": "251-500",
                            "website": "https://payhawk.com",
                            "total_funding": 239090120,
                            "last_funding_round": {
                                "currency": "USD",
                                "value": 100000000,
                                "date": "2022-03-01",
                                "round": "Series B"
                            }
                        },
                        "description": "Payhawk is a leading spend management solution for domestic and international businesses throughout Europe, the US, and the UK. Combining company cards, reimbursable expenses, accounts payable, and seamless accounting software integrations into a single product, Payhawk makes business payments easy — for everyone. Payhawk helps customers in over 32 countries to maximise efficiency, control spending at scale, and stay agile. With offices in London, Berlin, Barcelona, Paris, Amsterdam, Vilnius, Sofia, and New York, Payhawk’s diverse customer base includes top names like LuxAir, Babbel, Vinted, Wallbox and Wagestream."
                    }
                ]
            },
            "sources": [
                {
                    "id": 1,
                    "title": "Sourced from Crunchbase",
                    "url": "",
                    "publisher": "",
                    "date": ""
                },
                {
                    "id": 2,
                    "title": "Sourced from S&P CapIQ",
                    "url": "",
                    "publisher": "",
                    "date": ""
                },
                {
                    "id": 3,
                    "title": "Sourced from Wokelo Synthesis",
                    "url": "",
                    "publisher": "",
                    "date": ""
                }
            ]
        }
    },
    "Product offerings": {
        "Product offerings": {
            "product_offerings": [
                {
                    "area": "Expense Management & Reporting",
                    "details": [
                        {
                            "sources": [
                                {
                                    "id": 1,
                                    "title": "Expensify Expensify Investor FAQ",
                                    "url": "https://we.are.expensify.com/investors/faq",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 2,
                                    "title": "2023-01-01 General Ledger Accountant — Expensify",
                                    "url": "https://we.are.expensify.com/general-ledger-accountant-hybrid",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 3,
                                    "title": "2023-01-01 Media — Expensify",
                                    "url": "https://we.are.expensify.com/media",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 4,
                                    "title": "2023-01-01 Unique Problem Solving Approach — Expensify",
                                    "url": "https://we.are.expensify.com/what-we-do",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 5,
                                    "title": "2023-01-01 Executive Leadership — Expensify",
                                    "url": "https://we.are.expensify.com/executive-leadership",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 6,
                                    "title": "Sourced from Wokelo Database",
                                    "url": "",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "expensify-com",
                            "area_details": "Comprehensive online expense management platform with automated expense reporting, receipt scanning (SmartScan), corporate card integration, and full mobile expense submission.",
                            "company_name": "Expensify"
                        },
                        {
                            "sources": [
                                {
                                    "id": 7,
                                    "title": "Ramp Top 7 Coupa Competitors & Alternatives for 2025 - Ramp",
                                    "url": "https://ramp.com/blog/top-coupa-alternatives",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "ramp-financial",
                            "area_details": "AI-powered expense tracking with automated receipt matching, customizable policy controls, and real-time dashboards.",
                            "company_name": "Ramp"
                        },
                        {
                            "sources": [
                                {
                                    "id": 8,
                                    "title": "Airbase [PDF] Build a great company with better spend management. - Airbase",
                                    "url": "https://info.airbase.com/hubfs/LP_Download_Assets/Platform.pdf",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 9,
                                    "title": "Expensya Pricing and Plans - Expensya",
                                    "url": "https://www.expensya.com/en/pricing/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 10,
                                    "title": "Yahoo Paylocity Announces Definitive Agreement to Acquire Airbase Inc., a Leading Spend Management S...",
                                    "url": "https://finance.yahoo.com/news/paylocity-announces-definitive-agreement-acquire-200500192.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 6,
                                    "title": "Sourced from Wokelo Database",
                                    "url": "",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 11,
                                    "title": "YouTube Unlock Strategic Insights with Airbase Spend Analytics | Transform Your Financial Operations",
                                    "url": "https://www.youtube.com/watch?v=Wqh04VpEafc",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 12,
                                    "title": "Business Wire Blog Airbase Launches Advanced Spend Analytics and Vendor Management for Underserved M...",
                                    "url": "https://www.businesswire.com/news/home/20240611972129/en/Airbase-Launches-Advanced-Spend-Analytics-and-Vendor-Management-for-Underserved-Mid-Market-and-Larger-Organizations",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 13,
                                    "title": "Expensya Dimensions Dashboard Analysis",
                                    "url": "https://help.expensya.com/l/en/article/30zswc4rgo-dimensions-dashboard-analysis",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 14,
                                    "title": "Payments Dive Airbase raises $60M, aims for larger clients",
                                    "url": "https://www.paymentsdive.com/news/airbase-raises-60-million-aims-add-features-serve-larger-clients/601582/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 15,
                                    "title": "Airbase Airbase by Paylocity and Fountain: Financial Efficiency and Spend ...",
                                    "url": "https://www.airbase.com/case-studies/fountain",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 16,
                                    "title": "Airbase - LinkedIn",
                                    "url": "https://www.linkedin.com/company/airbaseinc",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "airbase",
                            "area_details": "Integrated spend management module that automates expense management with end-to-end reimbursement workflows and unified reporting.",
                            "company_name": "Airbase"
                        },
                        {
                            "sources": [
                                {
                                    "id": 6,
                                    "title": "Sourced from Wokelo Database",
                                    "url": "",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 9,
                                    "title": "Expensya Pricing and Plans - Expensya",
                                    "url": "https://www.expensya.com/en/pricing/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 17,
                                    "title": "Expensya Expensya 2023 Barometer: Employee Expenses Up by 8.57%",
                                    "url": "https://www.expensya.com/en/news/expensya-barometer-employee-expenses-increased-by-857-in-2023/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 18,
                                    "title": "Customer Stories | Expensya",
                                    "url": "https://www.expensya.com/en/customer-stories/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 19,
                                    "title": "Expensya Become a Partner - Expensya",
                                    "url": "https://www.expensya.com/en/partners/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 20,
                                    "title": "Expensya Access to your Expensya Account - Expense Reports - Online Help",
                                    "url": "https://help.expensya.com/l/en/article/r4vc3indb4-access-to-your-expensya-account",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 21,
                                    "title": "Expensya: Employee Expense Management & Payment Cards",
                                    "url": "https://www.expensya.com/en/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 22,
                                    "title": "Ramp Expense Management: A Comprehensive Guide - Ramp",
                                    "url": "https://ramp.com/blog/what-is-expense-management",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 23,
                                    "title": "Expensya Reviewing an Expense",
                                    "url": "https://help.expensya.com/l/en/article/glz8patauo-reviewing-an-expense",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 24,
                                    "title": "Payhawk Best expense management mobile apps for business",
                                    "url": "https://payhawk.com/blog/best-expense-management-mobile-app",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "expensya",
                            "area_details": "Cloud-based expense management solution offering real-time expense reporting via web and mobile, powered by advanced OCR+ technology.",
                            "company_name": "Expensya"
                        },
                        {
                            "sources": [
                                {
                                    "id": 25,
                                    "title": "Payhawk Payhawk and its spend management solution",
                                    "url": "https://payhawk.com/help/payhawk-and-its-spend-management-solution",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 26,
                                    "title": "Payhawk Getting Started for Payhawk Spend Management Administrators",
                                    "url": "https://payhawk.com/help/getting-started-for-payhawk-administrators",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 27,
                                    "title": "Payhawk Real-time expense management with your existing corporate cards",
                                    "url": "https://payhawk.com/en-us/product-expense-management",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 28,
                                    "title": "Payhawk Spend Management From Payhawk: A Guide To Implementation",
                                    "url": "https://payhawk.com/en-us/blog/change-management-implementation-guide",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 29,
                                    "title": "Payhawk Drive Growth With Multi Entity Spend Management ... - Payhawk",
                                    "url": "https://payhawk.com/en-us/multi-entity-management",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 30,
                                    "title": "Payhawk News: Payhawk Reports 114% YoY Jump in Revenue & Gross ...",
                                    "url": "https://payhawk.com/en-us/blog/payhawk-reports-yoy-revenue-jump-2023",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 31,
                                    "title": "Payhawk Overview of Employees for Administrators - Payhawk Help Center",
                                    "url": "https://payhawk.com/help/overview-of-employees-for-administrators",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 32,
                                    "title": "Payhawk 10 Best Spend Management Platforms | Payhawk",
                                    "url": "https://payhawk.com/en-us/blog/list-of-the-best-spend-management-software",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "payhawk",
                            "area_details": "Advanced expense management tools enabling automated expense processing, real-time monitoring, and streamlined reimbursement functionalities.",
                            "company_name": "Payhawk"
                        }
                    ]
                },
                {
                    "area": "Corporate Card & Payment Solutions",
                    "details": [
                        {
                            "sources": [
                                {
                                    "id": 2,
                                    "title": "2023-01-01 General Ledger Accountant — Expensify",
                                    "url": "https://we.are.expensify.com/general-ledger-accountant-hybrid",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 3,
                                    "title": "2023-01-01 Media — Expensify",
                                    "url": "https://we.are.expensify.com/media",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 4,
                                    "title": "2023-01-01 Unique Problem Solving Approach — Expensify",
                                    "url": "https://we.are.expensify.com/what-we-do",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 5,
                                    "title": "2023-01-01 Executive Leadership — Expensify",
                                    "url": "https://we.are.expensify.com/executive-leadership",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "expensify-com",
                            "area_details": "Offers integrated corporate card solutions including the Expensify Card with real-time expense tracking and cashback features.",
                            "company_name": "Expensify"
                        },
                        {
                            "sources": [
                                {
                                    "id": 33,
                                    "title": "2025-03-01 Ramp Pricing and Plans",
                                    "url": "https://ramp.com/pricing",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "ramp-financial",
                            "area_details": "Provides corporate cards (both physical and virtual) with pre-set controls and AI-enhanced management for seamless transaction oversight.",
                            "company_name": "Ramp"
                        },
                        {
                            "sources": [
                                {
                                    "id": 10,
                                    "title": "Yahoo Paylocity Announces Definitive Agreement to Acquire Airbase Inc., a Leading Spend Management S...",
                                    "url": "https://finance.yahoo.com/news/paylocity-announces-definitive-agreement-acquire-200500192.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 8,
                                    "title": "Airbase [PDF] Build a great company with better spend management. - Airbase",
                                    "url": "https://info.airbase.com/hubfs/LP_Download_Assets/Platform.pdf",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 9,
                                    "title": "Expensya Pricing and Plans - Expensya",
                                    "url": "https://www.expensya.com/en/pricing/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 11,
                                    "title": "YouTube Unlock Strategic Insights with Airbase Spend Analytics | Transform Your Financial Operations",
                                    "url": "https://www.youtube.com/watch?v=Wqh04VpEafc",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "airbase",
                            "area_details": "Features virtual and physical corporate card offerings with automated spend limits, locking mechanisms, and streamlined reconciliation.",
                            "company_name": "Airbase"
                        },
                        {
                            "sources": [
                                {
                                    "id": 9,
                                    "title": "Expensya Pricing and Plans - Expensya",
                                    "url": "https://www.expensya.com/en/pricing/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 17,
                                    "title": "Expensya Expensya 2023 Barometer: Employee Expenses Up by 8.57%",
                                    "url": "https://www.expensya.com/en/news/expensya-barometer-employee-expenses-increased-by-857-in-2023/",
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                            },
                            {
                                "result": "yes",
                                "company_name": "Ramp",
                                "company_permalink": "ramp-financial"
                            },
                            {
                                "result": "yes",
                                "company_name": "Airbase",
                                "company_permalink": "airbase"
                            },
                            {
                                "result": "yes",
                                "company_name": "Expensya",
                                "company_permalink": "expensya"
                            },
                            {
                                "result": "yes",
                                "company_name": "Payhawk",
                                "company_permalink": "payhawk"
                            }
                        ],
                        "company_result_mapping": {
                            "expensify-com": "yes",
                            "ramp-financial": "yes",
                            "airbase": "yes",
                            "expensya": "yes",
                            "payhawk": "yes"
                        }
                    },
                    {
                        "commentary": "Every player has features to automate accounts payable processes, enhancing efficiency in financial operations.",
                        "category_name": "Accounts Payable Automation",
                        "company_names": [
                            {
                                "result": "yes",
                                "company_name": "Expensify",
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                            },
                            {
                                "result": "yes",
                                "company_name": "Ramp",
                                "company_permalink": "ramp-financial"
                            },
                            {
                                "result": "yes",
                                "company_name": "Airbase",
                                "company_permalink": "airbase"
                            },
                            {
                                "result": "yes",
                                "company_name": "Expensya",
                                "company_permalink": "expensya"
                            },
                            {
                                "result": "yes",
                                "company_name": "Payhawk",
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                        ],
                        "company_result_mapping": {
                            "expensify-com": "yes",
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                            "airbase": "yes",
                            "expensya": "yes",
                            "payhawk": "yes"
                        }
                    },
                    {
                        "commentary": "Expensify, Ramp, Expensya, and Payhawk provide travel management solutions, integrating travel expenses into their platforms, while Airbase focuses more on spend management without specific travel features.",
                        "category_name": "Travel Management",
                        "company_names": [
                            {
                                "result": "yes",
                                "company_name": "Expensify",
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                            },
                            {
                                "result": "yes",
                                "company_name": "Ramp",
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                            },
                            {
                                "result": "no",
                                "company_name": "Airbase",
                                "company_permalink": "airbase"
                            },
                            {
                                "result": "yes",
                                "company_name": "Expensya",
                                "company_permalink": "expensya"
                            },
                            {
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                            }
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                            "expensify-com": "yes",
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                            "airbase": "no",
                            "expensya": "yes",
                            "payhawk": "yes"
                        }
                    },
                    {
                        "commentary": "Ramp, Airbase, and Payhawk offer procurement solutions as part of their spend management platforms, while Expensify and Expensya do not specialize in this area.",
                        "category_name": "Procurement Solutions",
                        "company_names": [
                            {
                                "result": "no",
                                "company_name": "Expensify",
                                "company_permalink": "expensify-com"
                            },
                            {
                                "result": "yes",
                                "company_name": "Ramp",
                                "company_permalink": "ramp-financial"
                            },
                            {
                                "result": "yes",
                                "company_name": "Airbase",
                                "company_permalink": "airbase"
                            },
                            {
                                "result": "no",
                                "company_name": "Expensya",
                                "company_permalink": "expensya"
                            },
                            {
                                "result": "yes",
                                "company_name": "Payhawk",
                                "company_permalink": "payhawk"
                            }
                        ],
                        "company_result_mapping": {
                            "expensify-com": "no",
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                        }
                    }
                ],
                "columns": [
                    "ramp-financial",
                    "airbase",
                    "expensya",
                    "payhawk",
                    "expensify-com"
                ]
            }
        }
    },
    "Business model": {
        "Business model": {
            "business_model": [
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                    "details": [
                        {
                            "sources": [
                                {
                                    "id": 1,
                                    "title": "2023-01-01 General Ledger Accountant — Expensify",
                                    "url": "https://we.are.expensify.com/general-ledger-accountant-hybrid",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 2,
                                    "title": "2023-01-01 Media — Expensify",
                                    "url": "https://we.are.expensify.com/media",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 3,
                                    "title": "Expensify Expensify Investor FAQ",
                                    "url": "https://we.are.expensify.com/investors/faq",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 4,
                                    "title": "2023-01-01 Unique Problem Solving Approach — Expensify",
                                    "url": "https://we.are.expensify.com/what-we-do",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 5,
                                    "title": "Expensify Expensify Launches Simplified $5 Pricing Plan for SMBs",
                                    "url": "https://ir.expensify.com/news-releases/news-release-details/expensify-launches-simplified-5-pricing-plan-smbs",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 6,
                                    "title": "Expensya Top 7 features in an Expense Reports Management Software",
                                    "url": "https://www.expensya.com/en/blog/top-7-features-in-an-expense-reports-management-software/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 7,
                                    "title": "Thesmbguide Expensya Review with Pricing, Comparisons, and FAQs",
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                                    "publisher": "",
                                    "date": ""
                                }
                            ],
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                        {
                            "sources": [
                                {
                                    "id": 8,
                                    "title": "Contrary Report: Ramp Business Breakdown & Founding Story",
                                    "url": "https://research.contrary.com/company/ramp",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 9,
                                    "title": "Ramp Top 7 Coupa Competitors & Alternatives for 2025 - Ramp",
                                    "url": "https://ramp.com/blog/top-coupa-alternatives",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 10,
                                    "title": "2025-03-01 Ramp Pricing and Plans",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 11,
                                    "title": "Ramp Training & Resources - Learn to Use Ramp",
                                    "url": "https://ramp.com/training",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 12,
                                    "title": "Ramp 7 best expense management software in November 2025",
                                    "url": "https://ramp.com/blog/best-expense-management-software",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 13,
                                    "title": "Ramp Expense Management: A Comprehensive Guide - Ramp",
                                    "url": "https://ramp.com/blog/what-is-expense-management",
                                    "publisher": "",
                                    "date": ""
                                }
                            ],
                            "permalink": "ramp-financial",
                            "area_details": "Revenue from interchange fees, value-added services, and tiered paid plans (free, Ramp Plus, Enterprise) supporting broad business segments.",
                            "company_name": "Ramp"
                        },
                        {
                            "sources": [
                                {
                                    "id": 14,
                                    "title": "Airbase, a Paylocity Company | Airbase by Paylocity",
                                    "url": "https://www.airbase.com/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 15,
                                    "title": "Airbase How Framework Homeownership Improved Its Financial Operations ...",
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                                    "publisher": "",
                                    "date": ""
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                                {
                                    "id": 16,
                                    "title": "Airbase Airbase by Paylocity and Fountain: Financial Efficiency and Spend ...",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 18,
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 19,
                                    "title": "Payments Dive Airbase raises $60M, aims for larger clients",
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                                    "publisher": "",
                                    "date": ""
                                },
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                                    "id": 20,
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                                    "url": "https://www.businesswire.com/news/home/20240611972129/en/Airbase-Launches-Advanced-Spend-Analytics-and-Vendor-Management-for-Underserved-Mid-Market-and-Larger-Organizations",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 21,
                                    "title": "Yahoo Paylocity Announces Definitive Agreement to Acquire Airbase Inc., a Leading Spend Management S...",
                                    "url": "https://finance.yahoo.com/news/paylocity-announces-definitive-agreement-acquire-200500192.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 10,
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                                    "date": ""
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                            ],
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                        {
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                                    "id": 22,
                                    "title": "Expensya Account Management - Expensya - Expense Reports - Online Help",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
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                                    "title": "Expensya How to modify expenses of other employees in Expensya ...",
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                                    "publisher": "",
                                    "date": ""
                                },
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                                    "publisher": "",
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                                    "date": ""
                                },
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
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                                    "title": "Expensya Top 7 features in an Expense Reports Management Software",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
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                                    "date": ""
                                },
                                {
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                                    "publisher": "",
                                    "date": ""
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                                {
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                                    "date": ""
                                },
                                {
                                    "id": 33,
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                                    "date": ""
                                },
                                {
                                    "id": 34,
                                    "title": "Payhawk News: Payhawk Reports 114% YoY Jump in Revenue & Gross ...",
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                                {
                                    "id": 35,
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                                    "date": ""
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                },
                {
                    "area": "Operational Setup",
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                                {
                                    "id": 36,
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                                    "date": ""
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                                {
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                                    "date": ""
                                },
                                {
                                    "id": 41,
                                    "title": "2025-03-01 Bank Connections - Connect a Bank and Automate Payments | Ramp",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 42,
                                    "title": "2025-03-01 Corporate Card Security - 24/7 Monitoring and Spend Controls | Ramp",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 43,
                                    "title": "2025-03-01 Global Expense Management for International Businesses | Ramp",
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                                    "publisher": "",
                                    "date": ""
                                },
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                                    "title": "2025-03-01 Integrations | Ramp",
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                                    "date": ""
                                },
                                {
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                                    "date": ""
                                },
                                {
                                    "id": 46,
                                    "title": "2025-03-01 Startup Business Credit Cards Made for High-Growth Teams",
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                                    "date": ""
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                            ],
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                            "area_details": "Cloud-based spend management system that automates expense, accounts payable, and procurement with real-time data integration.",
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                                    "title": "2024-05-02 Cartes de paiement │Expensya",
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                                },
                                {
                                    "id": 48,
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 49,
                                    "title": "2024-05-02 Archivage légal des notes de frais | Expensya",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 50,
                                    "title": "2025-11-27 Analytics │ Expensya",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
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                                    "title": "2025-11-27 Démo interactive - Solution de gestion des dépenses | Expensya",
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                                    "date": ""
                                },
                                {
                                    "id": 52,
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                                    "publisher": "",
                                    "date": ""
                                },
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                                    "title": "2025-06-02 Gestion des dépenses optimisée par l'IA | Medius Copilot for Expense",
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                                },
                                {
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                                    "title": "2024-05-02 Application mobile│Expensya",
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                                    "date": ""
                                },
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                                    "date": ""
                                },
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 57,
                                    "title": "2024-04-05 Employee Expense Management & Payment Cards | Expensya",
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                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 58,
                                    "title": "2024-04-05 Employee Expense Management & Payment Cards | Expensya",
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                                    "publisher": "",
                                    "date": ""
                                }
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                        },
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                            "permalink": "payhawk",
                            "area_details": "Builds deep integrations with ERP/accounting systems and partners with major card networks and financial service providers to streamline global deployments.",
                            "company_name": "Payhawk"
                        }
                    ]
                }
            ],
            "business_model_key_take_aways": [
                {
                    "label": "Diverse Customer Segmentation & Tailored GTM Strategies",
                    "value": "Although not all companies have detailed customer segment information, Ramp, Expensya, and Payhawk illustrate distinct target markets. Ramp caters to startups, small businesses, mid-market, and enterprise clients with a strong emphasis on finance teams and global operations. Expensya emphasizes a broader business spectrum—including small, medium, and large companies—and extends its targets to include finance, HR, IT, and travel managers by leveraging direct sales, free trials, and a partner ecosystem. Payhawk, on the other hand, optimizes its presence in Europe, the US, and the UK with a focus on corporate spend management, reinforcing its credibility with prominent multinational clients. Collectively, these approaches underline a nuanced segmentation strategy aligned with the companies' respective GTM strategies."
                },
                {
                    "label": "Divergent Revenue Models and Monetization Techniques",
                    "value": "The revenue models across these companies reveal different monetization philosophies. Ramp has implemented a multi-faceted model based on cashback on card spend, yield from business and investment accounts, as well as platform fees -- a combination that leverages card spend and financial incentives. Expensya contrasts this with a subscription-based model that offers tiered pricing per user, complemented by optional add-on modules for enhanced functionality, aligning cost more predictably with user scale. Other players, like Payhawk, though less detailed in public models, emphasize integrated spend management tools which likely incorporate embedded fees within their full-suite solutions. This illustrates a spectrum from activity-based to subscription-based revenue generation."
                },
                {
                    "label": "Strategic Go-to-Market (GTM) Execution",
                    "value": "GTM strategies differentiate these companies in how they approach market penetration. Ramp utilizes a balanced mix of direct sales, partnerships, online presence, referrals, and customer success stories to drive adoption. Similarly, Expensya leverages direct sales bolstered by free trials and a developer portal, facilitating both immediate customer acquisition and longer term partner relationships. Payhawk’s global footprint, supported by physical offices and integrated ERP solutions, underscores a tailored GTM approach aimed at high-touch client servicing in multiple regions. These multi-channel approaches reflect a commitment to scalable, diversified market entry."
                },
                {
                    "label": "Technology & Integration as a Competitive Lever",
                    "value": "Integration capabilities are vital to these companies’ value propositions. Expensya stands out with its comprehensive integration with accounting and management tools, advanced mobile receipt scanning technology, and variable spending controls, enabling seamless end-to-end expense management. In parallel, Payhawk’s integration with ERPs across a broad suite of functionalities (corporate cards, P2P, and invoice management) delivers an ecosystem that addresses the full spend management cycle. While less explicit, Ramp’s focus on digital innovation—such as cash rewards and rewards on card spend—hints at underlying integration which supports its financial offerings. This illustrates that technology integration is a focal differentiator, driving operational efficiencies and client stickiness."
                }
            ]
        }
    },
    "Strategic moves": {
        "Strategic moves": {
            "strategic_moves": [
                {
                    "area": "Product / Service Expansion",
                    "details": [
                        {
                            "company_name": "Expensify",
                            "permalink": "expensify-com",
                            "area_details": "Launched AI expense agent (hybrid contextual AI), Expensify Travel platform , simplified Collect plan pricing ($5/month), new chat-based app integration",
                            "sources": [
                                {
                                    "id": 1,
                                    "title": "Financial Times 2025-04-24 Expensify Launches Simplified $5 Pricing Plan for SMBs – Company Announce...",
                                    "url": "https://markets.ft.com/data/announce/detail?dockey=600-202504220900BIZWIRE_USPRX____20250422_BW991261-1",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 2,
                                    "title": "Accountingtoday 2025-11-08 Tech News: Expensify launches AI expense agent",
                                    "url": "https://www.accountingtoday.com/list/tech-news-expensify-launches-hybrid-contextual-ai-expense-agent",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 3,
                                    "title": "medianet.com.au 2025-04-23 Expensify Launches Simplified $5 Pricing Plan for SMBs",
                                    "url": "https://newshub.medianet.com.au/2025/04/expensify-launches-simplified-5-pricing-plan-for-smbs/97996/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 4,
                                    "title": "The Business Travel Magazine 2024-05-08 Expensify debuts travel platform",
                                    "url": "https://thebusinesstravelmag.com/expensify-debuts-travel-platform/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 5,
                                    "title": "Yahoo Finance 2024-05-08 Expensify to Launch New Travel Offering",
                                    "url": "https://finance.yahoo.com/news/expensify-launch-travel-offering-110000303.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 6,
                                    "title": "FinancialContent Business Page 2025-04-22 Expensify Launches Simplified $5 Pricing Plan for SMBs",
                                    "url": "https://markets.financialcontent.com/stocks.mercedsun-star/article/bizwire-2025-4-22-expensify-launches-simplified-5-pricing-plan-for-smbs",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 7,
                                    "title": "Daily FT 2025-11-04 Expensify Launches First Hybrid “Contextual” AI Expense Agent – Company Announce...",
                                    "url": "https://markets.ft.com/data/announce/detail?dockey=600-202511040900BIZWIRE_USPRX____20251104_BW298680-1",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 8,
                                    "title": "Silicon Canals 2025-11-04 Expensify Launches First Hybrid “Contextual” AI Expense Agent",
                                    "url": "https://siliconcanals.com/expensify-launches-first-hybrid-contextual-ai-expense-agent/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 9,
                                    "title": "CPA Practice Advisor 2024-05-08 Expensify to Launch New Travel Expense Platform",
                                    "url": "https://www.cpapracticeadvisor.com/2024/05/08/expensify-to-launch-new-travel-expense-platform/104907/",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Ramp",
                            "permalink": "ramp-financial",
                            "area_details": "Launched AI Finance Automation agents, AI Policy Agent for expense automation, stablecoin-backed corporate cards , 270 new features in H1 2025",
                            "sources": [
                                {
                                    "id": 10,
                                    "title": "FF News | Fintech Finance 2025-07-10 Ramp Introduces AI Agents to Automate Finance Operations",
                                    "url": "https://ffnews.com/newsarticle/paytech/ramp-ai-finance-automation-launch/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 11,
                                    "title": "Wikipedia 2025-11-21 Ramp (company)",
                                    "url": "https://en.wikipedia.org/wiki/Ramp_(company)",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 12,
                                    "title": "Bloomberg.com 2025-06-16 Ramp Investors Add Funding as Company Expands, Plans AI Agents",
                                    "url": "https://www.bloomberg.com/news/articles/2025-06-17/ramp-investors-add-funding-as-company-expands-plans-ai-agents",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 13,
                                    "title": "Yahoo 2025-10-24 Ramp Launches Agents for AP to Automate Accounts Payable",
                                    "url": "https://finance.yahoo.com/news/ramp-launches-agents-ap-automate-130000750.html",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Airbase",
                            "permalink": "airbase",
                            "area_details": "Launched Touchless AP system, new spend analytics and vendor management capabilities, guided procurement solution",
                            "sources": [
                                {
                                    "id": 14,
                                    "title": "Paypers 2024-09-30 Airbase launches AI accounts payable system",
                                    "url": "https://thepaypers.com/payments-general/airbase-launches-ai-accounts-payable-system--1270321",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 15,
                                    "title": "PYMNTS.com 2024-06-11 Airbase Adds Analytics, Vendor Management to Spend Orchestration Platform",
                                    "url": "https://www.pymnts.com/news/b2b-payments/2024/airbase-adds-analytics-vendor-management-to-spend-orchestration-platform/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 16,
                                    "title": "Spend Matters 2024-07-29 Airbase: Vendor Analysis (Part 1) — Procure-to-Pay solution overview, compa...",
                                    "url": "https://spendmatters.com/2024/07/29/airbase-vendor-analysis-part-1-procure-to-pay-solution-overview/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 17,
                                    "title": "Business Wire 2024-09-26 Airbase Demonstrates the Transformational Power of AI with the Launch of To...",
                                    "url": "https://www.businesswire.com/news/home/20240926610819/en/Airbase-Demonstrates-the-Transformational-Power-of-AI-with-the-Launch-of-Touchless-Accounts-Payable",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Expensya",
                            "permalink": "expensya",
                            "area_details": "Introduced tenant system for dedicated company accounts, AI-driven expense optimization solutions discussed at industry events",
                            "sources": [
                                {
                                    "id": 18,
                                    "title": "Expensya 2025-02-12 Tenants in Expensya: What You Need to Know",
                                    "url": "https://help.expensya.com/l/en/article/dp046rrp67-tenants-in-expensya-what-you-need-to-know",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 19,
                                    "title": "Expensya 2025-11-27 Salons Solutions",
                                    "url": "http://www.expensya.com/fr/lp/salons-solutions/",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Payhawk",
                            "permalink": "payhawk",
                            "area_details": "Launched Fall '25 Product Edition with 4 AI agents (Financial Controller, Procurement, Travel, Payments), Link & Control solution for US market, American Express integration",
                            "sources": [
                                {
                                    "id": 20,
                                    "title": "The Fintech Times 2025-09-25 Payhawk Launches Four AI Agents to Automate Corporate Finance and Spend...",
                                    "url": "https://thefintechtimes.com/payhawk-launches-four-ai-agents-to-automate-corporate-finance-and-spending-tasks/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 21,
                                    "title": "Ffnews 2025-10-10 Payhawk Transforms Spending Experience for Businesses With Four Enterprise-Ready A...",
                                    "url": "https://ffnews.com/newsarticle/paytech/payhawk-transforms-spending-experience-for-businesses-with-four-enterprise-ready-ai-agents/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 22,
                                    "title": "GlobalFinTechSeries 2025-09-16 Payhawk Transforms Spending Experience for Businesses With Four Enter...",
                                    "url": "https://globalfintechseries.com/finance/payhawk-transforms-spending-experience-for-businesses-with-four-enterprise-ready-ai-agents/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 23,
                                    "title": "Payhawk 2025-09-16 Payhawk transforms spending experience for businesses with four enterprise-ready ...",
                                    "url": "https://www.globenewswire.com/news-release/2025/09/16/3150518/0/en/Payhawk-transforms-spending-experience-for-businesses-with-four-enterprise-ready-AI-agents.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 24,
                                    "title": "Yahoo 2025-10-26 Payhawk redefines Spend Management with “Link & Control” on existing bank cards",
                                    "url": "https://finance.yahoo.com/news/payhawk-redefines-spend-management-control-123000251.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 25,
                                    "title": "Payhawk 2025-05-08 Link Your American Express Cards With Real-time Spend Management",
                                    "url": "https://payhawk.com/en-us/integration/amex",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        }
                    ]
                },
                {
                    "area": "Technology & Innovation",
                    "details": [
                        {
                            "company_name": "Expensify",
                            "permalink": "expensify-com",
                            "area_details": "Deep AI framework with contextual understanding, GDPR compliance, AI-powered receipt fraud detection, UiPath automation connector",
                            "sources": [
                                {
                                    "id": 2,
                                    "title": "Accountingtoday 2025-11-08 Tech News: Expensify launches AI expense agent",
                                    "url": "https://www.accountingtoday.com/list/tech-news-expensify-launches-hybrid-contextual-ai-expense-agent",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 26,
                                    "title": "Expensify 2025-03-13 Expensify's AI-Powered Expense Management Framework",
                                    "url": "https://use.expensify.com/blog/expensifys-ai-powered-expense-management-framework",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 27,
                                    "title": "UiPath 2025-11-26 About the Expensify connector",
                                    "url": "https://docs.uipath.com/integration-service/automation-suite/2.2510/user-guide/uipath-expensify-expensify",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 7,
                                    "title": "Daily FT 2025-11-04 Expensify Launches First Hybrid “Contextual” AI Expense Agent – Company Announce...",
                                    "url": "https://markets.ft.com/data/announce/detail?dockey=600-202511040900BIZWIRE_USPRX____20251104_BW298680-1",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Ramp",
                            "permalink": "ramp-financial",
                            "area_details": "Ramp Intelligence powered by OpenAI reasoning models, AI agents with 99% accuracy, 26M+ AI decisions on $10B+ spend",
                            "sources": [
                                {
                                    "id": 10,
                                    "title": "FF News | Fintech Finance 2025-07-10 Ramp Introduces AI Agents to Automate Finance Operations",
                                    "url": "https://ffnews.com/newsarticle/paytech/ramp-ai-finance-automation-launch/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 28,
                                    "title": "Prnewswire 2025-11-18 Ramp Reaches $32 Billion Valuation, Doubling Revenue and Customers in Past Yea...",
                                    "url": "https://www.prnewswire.com/news-releases/ramp-reaches-32-billion-valuation-doubling-revenue-and-customers-in-past-year-302616510.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 29,
                                    "title": "Ffnews 2025-11-19 Ramp Reaches $32 Billion Valuation, Doubling Revenue and Customers in Past Year",
                                    "url": "https://ffnews.com/newsarticle/ramp-reaches-32-billion-valuation-doubling-revenue-and-customers-in-past-year/",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Airbase",
                            "permalink": "airbase",
                            "area_details": "AI-powered Touchless AP with real-time fraud detection, automated invoice processing, AI-powered receipt capture",
                            "sources": [
                                {
                                    "id": 14,
                                    "title": "Paypers 2024-09-30 Airbase launches AI accounts payable system",
                                    "url": "https://thepaypers.com/payments-general/airbase-launches-ai-accounts-payable-system--1270321",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 30,
                                    "title": "Paylocity 2025-07-24 Expense Management Software | Automate Spend Control Expense Management Softwar...",
                                    "url": "https://www.paylocity.com/products/finance/expense-management/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 17,
                                    "title": "Business Wire 2024-09-26 Airbase Demonstrates the Transformational Power of AI with the Launch of To...",
                                    "url": "https://www.businesswire.com/news/home/20240926610819/en/Airbase-Demonstrates-the-Transformational-Power-of-AI-with-the-Launch-of-Touchless-Accounts-Payable",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Expensya",
                            "permalink": "expensya",
                            "area_details": "AI-driven mobile-first solutions, document capture and processing intelligence, automated data extraction",
                            "sources": [
                                {
                                    "id": 31,
                                    "title": "Launchbaseafrica 2025-01-13 Expensya Founders Exit Two Years Post-Medius Deal, Launch AI Venture",
                                    "url": "https://launchbaseafrica.com/2025/01/13/expensya-founders-exit-two-years-post-medius-deal-launch-ai-venture/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 18,
                                    "title": "Expensya 2025-02-12 Tenants in Expensya: What You Need to Know",
                                    "url": "https://help.expensya.com/l/en/article/dp046rrp67-tenants-in-expensya-what-you-need-to-know",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Payhawk",
                            "permalink": "payhawk",
                            "area_details": "AI Office of the CFO with specialized agents, 87% of finance leaders trust AI integration, outcomes-focused AI rather than chat",
                            "sources": [
                                {
                                    "id": 32,
                                    "title": "The Fintech Times 2025-04-03 Payhawk Puts Firms Back in Control: AI Office of the CFO Launched to Ha...",
                                    "url": "https://thefintechtimes.com/payhawk-puts-firms-back-in-control-ai-office-of-the-cfo-launched-to-handle-tedious-tasks/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 20,
                                    "title": "The Fintech Times 2025-09-25 Payhawk Launches Four AI Agents to Automate Corporate Finance and Spend...",
                                    "url": "https://thefintechtimes.com/payhawk-launches-four-ai-agents-to-automate-corporate-finance-and-spending-tasks/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 33,
                                    "title": "The CFO 2025-04-22 Inside Payhawk’s “AI Office of the CFO” launch",
                                    "url": "https://the-cfo.io/2025/04/02/inside-payhawks-ai-office-of-the-cfo-launch/",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        }
                    ]
                },
                {
                    "area": "Partnerships & Alliances",
                    "details": [
                        {
                            "company_name": "Expensify",
                            "permalink": "expensify-com",
                            "area_details": "Partnership with Spotnana for Travel-as-a-Service, integrations with QuickBooks and Xero accounting software",
                            "sources": [
                                {
                                    "id": 4,
                                    "title": "The Business Travel Magazine 2024-05-08 Expensify debuts travel platform",
                                    "url": "https://thebusinesstravelmag.com/expensify-debuts-travel-platform/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 5,
                                    "title": "Yahoo Finance 2024-05-08 Expensify to Launch New Travel Offering",
                                    "url": "https://finance.yahoo.com/news/expensify-launch-travel-offering-110000303.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 34,
                                    "title": "Onesafe 2025-01-17 Does Expensify Work In Canada?",
                                    "url": "https://www.onesafe.io/blog/does-expensify-work-in-canada",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Ramp",
                            "permalink": "ramp-financial",
                            "area_details": "Partnership with Momentum for revenue operations, partnership with Stripe for stablecoin cards, TydeCo partnership for implementation",
                            "sources": [
                                {
                                    "id": 35,
                                    "title": "LinkedIn 2025-11-19 Huge congrats to our customer, Ramp, and their team for raising $300 million wit...",
                                    "url": "https://www.linkedin.com/posts/dealmomentum_huge-congrats-toour-customerramp-and-activity-7397005466666647553-NqRd",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 12,
                                    "title": "Bloomberg.com 2025-06-16 Ramp Investors Add Funding as Company Expands, Plans AI Agents",
                                    "url": "https://www.bloomberg.com/news/articles/2025-06-17/ramp-investors-add-funding-as-company-expands-plans-ai-agents",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 36,
                                    "title": "Tydeco 2025-11-27 Ramp: Corporate Card & Expense Management Automation",
                                    "url": "https://tydeco.com/ramp-up-corporate-card-expense-management/",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Airbase",
                            "permalink": "airbase",
                            "area_details": "Acquired by Paylocity for $325M, integration with TravelPerk for business travel management",
                            "sources": [
                                {
                                    "id": 37,
                                    "title": "GlobeNewswire 2024-10-30 Paylocity Announces First Quarter Fiscal Year 2025 Financial Results",
                                    "url": "https://www.globenewswire.com/news-release/2025/11/05/2972069/0/en/Montauk-Renewables-Announces-Third-Quarter-2025-Results.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 30,
                                    "title": "Paylocity 2025-07-24 Expense Management Software | Automate Spend Control Expense Management Softwar...",
                                    "url": "https://www.paylocity.com/products/finance/expense-management/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 38,
                                    "title": "TecHR Series 2024-10-01 Paylocity Announces Completion of Acquisition of Airbase Inc.",
                                    "url": "https://techrseries.com/payroll-and-compensation-management/paylocity-announces-completion-of-acquisition-of-airbase-inc/",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 39,
                                    "title": "Globe Newswire 2024-09-04 Paylocity Announces Definitive Agreement to Acquire Airbase Inc., a Leadin...",
                                    "url": "https://www.globenewswire.com/en/news-release/2024/09/04/2940893/29665/en/Paylocity-Announces-Definitive-Agreement-to-Acquire-Airbase-Inc-a-Leading-Spend-Management-Software-Solution-Provider.html",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Expensya",
                            "permalink": "expensya",
                            "area_details": "Acquired by Medius in 2023 for $100M+, integration into Medius CFO automation platform",
                            "sources": [
                                {
                                    "id": 31,
                                    "title": "Launchbaseafrica 2025-01-13 Expensya Founders Exit Two Years Post-Medius Deal, Launch AI Venture",
                                    "url": "https://launchbaseafrica.com/2025/01/13/expensya-founders-exit-two-years-post-medius-deal-launch-ai-venture/",
                                    "publisher": "",
                                    "date": ""
                                }
                            ]
                        },
                        {
                            "company_name": "Payhawk",
                            "permalink": "payhawk",
                            "area_details": "American Express integration for virtual cards, JP Morgan Payments partnership for global payments at 0.3% FX, Visa Europe principal membership",
                            "sources": [
                                {
                                    "id": 25,
                                    "title": "Payhawk 2025-05-08 Link Your American Express Cards With Real-time Spend Management",
                                    "url": "https://payhawk.com/en-us/integration/amex",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 21,
                                    "title": "Ffnews 2025-10-10 Payhawk Transforms Spending Experience for Businesses With Four Enterprise-Ready A...",
                                    "url": "https://ffnews.com/newsarticle/paytech/payhawk-transforms-spending-experience-for-businesses-with-four-enterprise-ready-ai-agents/",
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                                },
                                {
                                    "id": 40,
                                    "title": "BusinessCloud 2024-03-01 Payhawk set for hiring spree following revenue growth",
                                    "url": "https://businesscloud.co.uk/news/payhawk-set-for-hiring-spree-following-revenue-growth/",
                                    "publisher": "",
                                    "date": ""
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                        }
                    ]
                },
                {
                    "area": "Other Strategic Moves",
                    "details": [
                        {
                            "company_name": "Expensify",
                            "permalink": "expensify-com",
                            "area_details": "Won 2026 TrustRadius Buyer's Choice Award, reported Q2 revenue decline but anticipates Q3 growth with New Expensify app",
                            "sources": [
                                {
                                    "id": 41,
                                    "title": "FinancialContent Business Page 2025-11-20 Expensify Earns 2026 Buyer’s Choice Award from TrustRadius",
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                                    "publisher": "",
                                    "date": ""
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                                {
                                    "id": 42,
                                    "title": "Daily FT 2025-11-19 Expensify Earns 2026 Buyer’s Choice Award from TrustRadius – Company Announcemen...",
                                    "url": "https://markets.ft.com/data/announce/detail?dockey=600-202511191043BIZWIRE_USPRX____20251119_BW110238-1",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 43,
                                    "title": "Morningstar India 2025-11-19 Expensify Earns 2026 Buyer’s Choice Award from TrustRadius",
                                    "url": "https://www.morningstar.com/news/business-wire/20251119110238/expensify-earns-2026-buyers-choice-award-from-trustradius",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 44,
                                    "title": "Business Travel News Europe 2024-08-12 Expensify expects boost from new app and booking platform",
                                    "url": "https://www.businesstravelnewseurope.com/Payment-Expense/Expensify-expects-boost-from-new-app-and-booking-platform",
                                    "publisher": "",
                                    "date": ""
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                            "sources": [
                                {
                                    "id": 45,
                                    "title": "YouTube 2025-11-17 Ramp Hits $32 Billion Valuation in Latest Funding Round",
                                    "url": "https://www.youtube.com/watch?v=8PnvIBkDujk",
                                    "publisher": "",
                                    "date": ""
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                                {
                                    "id": 28,
                                    "title": "Prnewswire 2025-11-18 Ramp Reaches $32 Billion Valuation, Doubling Revenue and Customers in Past Yea...",
                                    "url": "https://www.prnewswire.com/news-releases/ramp-reaches-32-billion-valuation-doubling-revenue-and-customers-in-past-year-302616510.html",
                                    "publisher": "",
                                    "date": ""
                                },
                                {
                                    "id": 46,
                                    "title": "PR Newswire 2025-06-10 Ramp Named #6 on 2025 CNBC Disruptor 50 List",
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                                    "date": ""
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                        {
                            "company_name": "Airbase",
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                                    "id": 31,
                                    "title": "Launchbaseafrica 2025-01-13 Expensya Founders Exit Two Years Post-Medius Deal, Launch AI Venture",
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                                    "title": "PYMNTS.com 2024-06-06 Payhawk Looks to M&A After 86% Revenue Jump",
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                                    "publisher": "",
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                                    "title": "FF News | Fintech Finance 2025-06-25 Expensify Expands Global Support for Company Cards, Languages, ...",
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                                    "date": ""
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                                    "id": 51,
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                                    "id": 53,
                                    "title": "Connect CRE 2024-09-30 Ramp Doubles Midtown South Footprint to 132K SF",
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                                    "date": ""
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                            "sources": [
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                                    "id": 56,
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                                    "id": 57,
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                            "sources": []
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                        {
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                            "sources": []
                        },
                        {
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                            "sources": [
                                {
                                    "id": 58,
                                    "title": "FinTech Futures 2024-01-18 Business spend management platform Payhawk lands UK EMI licence",
                                    "url": "https://www.fintechfutures.com/paytech/business-spend-management-platform-payhawk-lands-uk-emi-licence",
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                                    "date": ""
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                                {
                                    "id": 56,
                                    "title": "FinTech Futures 2025-04-10 Payhawk launches in Lithuania after securing EMI licence from central ban...",
                                    "url": "https://www.fintechfutures.com/paytech/payhawk-launches-in-lithuania-after-securing-emi-licence-from-central-bank",
                                    "publisher": "",
                                    "date": ""
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                                {
                                    "id": 59,
                                    "title": "Payhawk 2025-11-26 Payhawk's spend management and finance orchestration solution",
                                    "url": "https://payhawk.com/help/payhawk-and-its-spend-management-solution",
                                    "publisher": "",
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                    "value": "Ramp stands out with its aggressive fundraising and acquisition strategy, having raised phenomenal sums (up to $300M in recent rounds leading to a valuation of $32B) and acquiring companies like Cohere, Venue, and Jolt AI. In contrast, Expensify is innovating with pricing models and global messaging, while Expensya’s history includes a notable acquisition by Medius for over $100 million. Airbase’s operations further evolved via its merger with Paylocity, signifying a consolidation strategy, and Payhawk is pursuing M&A by targeting early-stage startups as part of its expansion roadmap."
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                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "USD"
                        }
                    ]
                },
                {
                    "metric_name": "FY ending",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "2024-12-31"
                        }
                    ]
                },
                {
                    "metric_name": "Revenue",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "139.2M"
                        }
                    ]
                },
                {
                    "metric_name": "EBITDA",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "94.0K"
                        }
                    ]
                },
                {
                    "metric_name": "EBITDA (%)",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "0.1"
                        }
                    ]
                },
                {
                    "metric_name": "Net income",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "-10.1M"
                        }
                    ]
                },
                {
                    "metric_name": "Net income (%)",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "-7.2"
                        }
                    ]
                },
                {
                    "metric_name": "ROA%",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "-0.3"
                        }
                    ]
                },
                {
                    "metric_name": "Unlevered FCF",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "26.3M"
                        }
                    ]
                },
                {
                    "metric_name": "D/E",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "5.0"
                        }
                    ]
                },
                {
                    "metric_name": "Market cap",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "137.7M"
                        }
                    ]
                },
                {
                    "metric_name": "Enterprise value",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "95.4M"
                        }
                    ]
                },
                {
                    "metric_name": "EV/Revenue",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "0.7"
                        }
                    ]
                },
                {
                    "metric_name": "EV/EBITDA",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "1.0K"
                        }
                    ]
                },
                {
                    "metric_name": "P/E",
                    "metric_value": [
                        {
                            "company_name": "Expensify",
                            "value": "-12.9"
                        }
                    ]
                }
            ],
            "sources": [
                {
                    "id": 1,
                    "title": "Sourced from S&P CapIQ",
                    "url": "",
                    "publisher": "",
                    "date": ""
                }
            ]
        }
    },
    "Funding snapshots": {
        "Funding Snaphots": {
            "funding_snapshots": [
                {
                    "latest_funding": 100000000,
                    "stage": "Debt-Funded",
                    "key_investors": "Redpoint,\nCoyote Ridge Ventures,\nDelta-v Capital,\nTravis Kalanick,\nCIBC Innovation Banking"
                },
                {
                    "latest_funding": 300000000,
                    "stage": "Venture-Funded",
                    "key_investors": "Sequoia Capital,\nCoatue,\nAlpha Wave Global,\nICONIQ Growth,\nCoral Capital"
                },
                {
                    "latest_funding": 150000000,
                    "stage": "Debt-Funded",
                    "key_investors": "Craft Ventures,\nKenny Mendes,\nWebb Investment Network,\nManik Gupta,\nAkkadian Ventures"
                },
                {
                    "latest_funding": 20000000,
                    "stage": "Series B",
                    "key_investors": "Silicon Badia,\nSeventure Partners,\nBpifrance,\nMAIF Avenir,\nAhmed Mhiri"
                },
                {
                    "latest_funding": 100000000,
                    "stage": "Series B",
                    "key_investors": "Eleven Ventures,\nSvetozar Georgiev,\nBossa Invest,\nFaris Sweis,\nKeith Robinson"
                }
            ],
            "sources": [
                {
                    "id": 1,
                    "title": "Sourced from Crunchbase",
                    "url": "",
                    "publisher": "",
                    "date": ""
                }
            ]
        }
    },
    "Talent trends": {
        "Talent trend": {
            "talent_trend": [
                {
                    "total_employees": 210,
                    "6month_growth": "-1%",
                    "12month_growth": "-5%",
                    "top_functions_by_headcount": [
                        "Engineering (30%)",
                        "Sales (20%)",
                        "Administrative (6%)"
                    ],
                    "top_function_growth": [
                        "Human Resources (8%)",
                        "Engineering (5%)"
                    ],
                    "organization": "Expensify",
                    "permalink": "expensify-com"
                },
                {
                    "total_employees": 3207,
                    "6month_growth": "65%",
                    "12month_growth": "148%",
                    "top_functions_by_headcount": [
                        "Sales (16%)",
                        "Engineering (14%)",
                        "Operations (7%)"
                    ],
                    "top_function_growth": [
                        "Healthcare Services (307%)",
                        "Program and Project Management (173%)",
                        "Education (144%)"
                    ],
                    "organization": "Ramp",
                    "permalink": "ramp-financial"
                },
                {
                    "total_employees": 317,
                    "6month_growth": "-1%",
                    "12month_growth": "-9%",
                    "top_functions_by_headcount": [
                        "Engineering (23%)",
                        "Operations (9%)",
                        "Healthcare Services (9%)"
                    ],
                    "top_function_growth": [
                        "Sales (22%)",
                        "Education (20%)",
                        "Administrative (17%)"
                    ],
                    "organization": "Airbase",
                    "permalink": "airbase"
                },
                {
                    "total_employees": 108,
                    "6month_growth": "-11%",
                    "12month_growth": "-23%",
                    "top_functions_by_headcount": [
                        "Engineering (43%)",
                        "Information Technology (10%)",
                        "Sales (7%)"
                    ],
                    "top_function_growth": [
                        "Operations (50%)"
                    ],
                    "organization": "Expensya",
                    "permalink": "expensya"
                },
                {
                    "total_employees": 476,
                    "6month_growth": "11%",
                    "12month_growth": "27%",
                    "top_functions_by_headcount": [
                        "Sales (24%)",
                        "Engineering (20%)",
                        "Business Development (13%)"
                    ],
                    "top_function_growth": [
                        "Business Development (59%)",
                        "Operations (33%)",
                        "Support (19%)"
                    ],
                    "organization": "Payhawk",
                    "permalink": "payhawk"
                }
            ],
            "sources": [
                {
                    "id": 1,
                    "title": "Sourced from Linkedin",
                    "url": "",
                    "publisher": "",
                    "date": ""
                }
            ],
            "charts": {
                "talent_trends": {
                    "title": "Talent trends",
                    "data": [
                        {
                            "company": "Expensify",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/expensify-com.png",
                            "total_headcount": 210,
                            "headcount_growth_6m": -1,
                            "headcount_growth_12m": -5
                        },
                        {
                            "company": "Ramp",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/ramp-financial.png",
                            "total_headcount": 3207,
                            "headcount_growth_6m": 65,
                            "headcount_growth_12m": 148
                        },
                        {
                            "company": "Airbase",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/airbase.png",
                            "total_headcount": 317,
                            "headcount_growth_6m": -1,
                            "headcount_growth_12m": -9
                        },
                        {
                            "company": "Expensya",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/expensya.png",
                            "total_headcount": 108,
                            "headcount_growth_6m": -11,
                            "headcount_growth_12m": -23
                        },
                        {
                            "company": "Payhawk",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/payhawk.png",
                            "total_headcount": 476,
                            "headcount_growth_6m": 11,
                            "headcount_growth_12m": 27
                        }
                    ],
                    "source": "Linkedin",
                    "url": "https://wklogo.blob.core.windows.net/charts/player_comparison/100464/talent_trends_chart.png"
                }
            }
        }
    },
    "Online presence": {
        "Online Presence and Popularity": {
            "online_presence": [
                {
                    "top_countries": "",
                    "linkedin_followers": "21.2K",
                    "linkedin_url": "https://www.linkedin.com/company/expensify",
                    "twitter_user_name": "expensify",
                    "twitter_url": "https://x.com/expensify",
                    "twitter_followers": "14.2K",
                    "organization": "Expensify",
                    "permalink": "expensify-com"
                },
                {
                    "visits_last_month": "4.1 M",
                    "visits_Growth": "31.24%",
                    "pages_visit": 7.6,
                    "visit_duration": "04:06",
                    "bounce_rate": "34.4%",
                    "top_countries": "United States of America (87.5%)\nPhilippines (1.2%)\nUnited Kingdom of Great Britain and Northern Ireland (1.2%)",
                    "linkedin_followers": "250.5K",
                    "linkedin_url": "https://www.linkedin.com/company/ramp",
                    "twitter_user_name": "tryramp",
                    "twitter_url": "https://x.com/tryramp",
                    "twitter_followers": "29.9K",
                    "organization": "Ramp",
                    "permalink": "ramp-financial"
                },
                {
                    "visits_last_month": "45.2 K",
                    "visits_Growth": "2.70%",
                    "pages_visit": 1.4,
                    "visit_duration": "00:31",
                    "bounce_rate": "50.4%",
                    "top_countries": "United States of America (79.4%)\nIndia (4.4%)\nUnited Kingdom of Great Britain and Northern Ireland (3.8%)",
                    "linkedin_followers": "52.9K",
                    "linkedin_url": "https://www.linkedin.com/company/airbaseinc",
                    "twitter_user_name": "",
                    "twitter_url": "",
                    "twitter_followers": "-",
                    "organization": "Airbase",
                    "permalink": "airbase"
                },
                {
                    "visits_last_month": "83.4 K",
                    "visits_Growth": "5.49%",
                    "pages_visit": 11.1,
                    "visit_duration": "05:33",
                    "bounce_rate": "31.0%",
                    "top_countries": "France (74.4%)\nUnited States of America (6.1%)\nSpain (5.3%)",
                    "linkedin_followers": "52.6K",
                    "linkedin_url": "https://www.linkedin.com/company/expensya",
                    "twitter_user_name": "",
                    "twitter_url": "",
                    "twitter_followers": "-",
                    "organization": "Expensya",
                    "permalink": "expensya"
                },
                {
                    "visits_last_month": "256.7 K",
                    "visits_Growth": "22.99%",
                    "pages_visit": 9.1,
                    "visit_duration": "07:01",
                    "bounce_rate": "30.1%",
                    "top_countries": "United Kingdom of Great Britain and Northern Ireland (26.5%)\nSpain (18.9%)\nUnited States of America (11.3%)",
                    "linkedin_followers": "73.2K",
                    "linkedin_url": "https://www.linkedin.com/company/payhawk",
                    "twitter_user_name": "",
                    "twitter_url": "",
                    "twitter_followers": "-",
                    "organization": "Payhawk",
                    "permalink": "payhawk"
                }
            ],
            "sources": [
                {
                    "id": 1,
                    "title": "Sourced from Similarweb",
                    "url": "",
                    "publisher": "",
                    "date": ""
                }
            ],
            "charts": {
                "website_traffic": {
                    "title": "Website Traffic",
                    "data": [
                        {
                            "company": "Ramp",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/ramp-financial.png",
                            "visits_last_month_m": 4099999.9999999995,
                            "monthly_visit_growth_3mo_pct": 31.2,
                            "pages_per_visit": 7.6,
                            "bounce_rate_pct": 34.4
                        },
                        {
                            "company": "Airbase",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/airbase.png",
                            "visits_last_month_m": 45200.0,
                            "monthly_visit_growth_3mo_pct": 2.7,
                            "pages_per_visit": 1.4,
                            "bounce_rate_pct": 50.4
                        },
                        {
                            "company": "Expensya",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/expensya.png",
                            "visits_last_month_m": 83400.0,
                            "monthly_visit_growth_3mo_pct": 5.5,
                            "pages_per_visit": 11.1,
                            "bounce_rate_pct": 31.0
                        },
                        {
                            "company": "Payhawk",
                            "logo_url": "https://wklogo.blob.core.windows.net/logos/payhawk.png",
                            "visits_last_month_m": 256700.0,
                            "monthly_visit_growth_3mo_pct": 23.0,
                            "pages_per_visit": 9.1,
                            "bounce_rate_pct": 30.1
                        }
                    ],
                    "source": "Similarweb",
                    "url": "https://wklogo.blob.core.windows.net/charts/player_comparison/100464/online_presence_chart.png"
                }
            }
        }
    },
    "meta": {
        "report_id": 100464,
        "title": "Expensify + 4",
        "user": "nishita.setia@wokelo.ai",
        "dt_createdon": "2025-12-01 08:02:32"
    }
}
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