Side-by-side comparison of AI visibility scores, market position, and capabilities
AI-native finance platform for CFOs; raised $4.25M seed from General Catalyst (April 2026); founded by ex-Zenefits and LinkedIn AI leaders; automates FP&A, forecasting, and board reporting
Numos is an AI-native finance platform designed for CFOs and finance teams at growth-stage companies. Founded by former executives from Zenefits and LinkedIn AI, the company builds tools that automate and augment the financial planning, analysis, and reporting workflows that occupy the majority of a corporate finance team's time. Numos is built on the premise that modern CFOs need AI that can reason over financial data, generate forecasts, and produce board-ready analysis — not just tools that organize data in spreadsheets or dashboards.\n\nThe platform targets the CFO as its primary user, providing AI assistance for financial modeling, variance analysis, cash flow forecasting, and scenario planning. Numos integrates with existing accounting systems and data sources, enabling its AI to operate on a company's actual financial data rather than generic benchmarks. The product is designed for the CFO of a $10M–$500M revenue company who needs the analytical capacity of a large finance department but cannot afford to build one.\n\nNumos raised a $4.25M seed round from General Catalyst in April 2026, one of the most respected early-stage technology venture firms in Silicon Valley. The founding team's pedigree — combining Zenefits operational experience with LinkedIn AI technical depth — signals a company built by people who understand both the enterprise software buying process and how to build AI products that work in production. As AI transformation of back-office functions accelerates, Numos is positioned in what may become one of the highest-value enterprise AI categories.
Purchase NY payment network (NYSE: MA) at $28.2B 2024 revenue, $500B+ market cap; $9T+ gross dollar volume, Recorded Future $2.65B cybersecurity acquisition, Services >35% revenue competing with Visa.
Mastercard Incorporated is a Purchase, New York-based global payment technology network — publicly traded on the New York Stock Exchange (NYSE: MA) as an S&P 500 Financials component with a market capitalization exceeding $500 billion — operating a four-party payment network connecting approximately 3.4 billion cardholders, 90+ million merchant acceptance locations, and 25,000+ financial institution issuers across 210+ countries and territories through approximately 34,000 employees. In Q1 2025, Mastercard reported revenue of $7.3 billion (+14% year-over-year) and diluted EPS of $3.73 (+13%), continuing a trajectory from full-year 2024 revenue of $28.2 billion. Mastercard's network processes over $9 trillion in gross dollar volume annually across credit, debit, and prepaid products. In September 2024, Mastercard acquired Recorded Future for $2.65 billion — the world's largest threat intelligence company — expanding Mastercard's cybersecurity services beyond payment fraud into enterprise security intelligence. Mastercard reorganized its business in April 2024 into three segments: Core Payments, Commercial & New Payment Flows, and Services (the fastest-growing segment, now exceeding 35% of total revenue).
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