
Derive AI
AI financial modeling and scenario analysis platform for investment teams and corporate finance with natural language data exploration.
What it does
Derive AI is an AI-native financial modeling and scenario analysis platform that enables investment analysts and corporate finance teams to build, interrogate, and stress-test financial models through natural language - reducing the Excel-dependency that makes financial modeling slow, error-prone, and difficult to share. AI capabilities include natural language model interrogation that answers questions about model assumptions and outputs without navigating complex spreadsheets, AI scenario generation that automatically builds stress test scenarios from market conditions and economic assumptions, intelligent assumption benchmarking that compares model inputs against peer company and industry data, and collaborative model documentation that automatically generates explanations of model logic for stakeholder review.
Why AI-NATIVE
Derive AI is AI-native - natural language financial model interrogation, AI scenario generation, and automated assumption benchmarking are the core product architecture rather than Excel-based modeling enhanced with analytics.
Best for
Investment teams and corporate finance departments use Derive AI for AI-augmented financial modeling - natural language queries reducing the time analysts spend navigating complex models and AI scenario analysis accelerating stress testing.
Large financial institutions and corporate finance teams use Derive AI for enterprise financial modeling governance - AI documentation making complex models explainable to stakeholders and scenario analysis supporting executive decision-making.
Limitations
Derive AI augments financial modeling but does not replace the need for financial modeling expertise — analysts must understand model logic to validate AI-generated scenarios and ensure outputs are economically reasonable.
Finance teams with deep Excel expertise often resist migrating to new modeling platforms — organizations must invest in demonstrating Derive AI's productivity advantages to overcome the inertia of Excel-based workflows.
Derive AI competes in a niche segment against Excel, Workiva, and emerging financial AI platforms — market awareness is limited and buyers may not encounter it without targeted financial technology research.
Alternatives by segment
| If you need… | Consider instead |
|---|---|
| Financial reporting and disclosure platform | Workiva |
| FP&A platform | Adaptive Planning |
| Market intelligence for financial analysis | AlphaSense |
Derive AI pricing not published. Financial services and corporate finance contracts negotiated. Annual contracts. Demo required.





