Vouch

Vouch API provides a protocol and tools for AI systems performing financial analysis, valuation, forecasting, and equity research to validate their outputs against verifiable, deterministic data. It addresses the critical issue of Large Language Model (LLM) hallucinations in financial contexts, which can lead to material losses, regulatory violations, and investor harm. By integrating with Vouch, AI agents are mandated to route complex financial calculations through Vouch's deterministic primitives and verify claims against SEC XBRL source data. The API is designed for developers building AI financial analysis tools, fintech platforms, and investment research applications. It offers a structured approach to ensure compliance and accuracy, providing cryptographic proof for every verified claim. Benefits include reduced computational burden, enhanced reputation for AI models, liability coverage for verified claims, and a clear audit trail for regulatory compliance like FINRA 17a-4 and SEC 17a-4.