Verifies AI-generated investment research with cryptographic proof and source-traced data.
Product memo
Vouch provides a critical verification layer for AI-generated investment research, targeting private equity firms and hedge funds. It addresses the need for trust and compliance by cryptographically signing every output and tracing data to primary sources, preventing AI "hallucinations." This makes it an essential tool for institutional investors who require verifiable diligence and auditability in their reports.
For who
PE, hedge funds, compliance officers
Solves what
Verifying AI-generated investment research and diligence reports
- Cryptographically signed outputs
- Source-traced data verification
- FINRA 17a-4 compliant
In their own words
Verified investmentwork. Not vibes. Built by a PE GP who got tired ofhallucinated EBITDA in diligence memos.
The audit and verification layer for AI-generated diligence, memos, and research.
Every number traced to a primary source. Every claim cryptographically signed.
Commercial cues
Model
usage based
Free tier
Yes
Trial
Available
Pricing Strategy
- • Tiered plans offer increasing credit allowances for growing institutional needs.
- • Free Trial tier lowers testing friction.
Operator context
Operating setup
Founded
Apr 2026
Platform
API
Audience
Ops Finance
Tech stack
Builder Strategy
- Strategy Type
- Niche Specialist
- Stage
- Pre Revenue
- Effort
- Small Team
About Vouch API Expand
Vouch provides a specialized API for financial institutions, including private equity firms and hedge funds, to verify AI-generated investment research. It tackles the challenge of ensuring accuracy and compliance in AI outputs by cryptographically signing every claim and tracing all data back to primary sources.
By focusing on verifiable diligence, Vouch serves as a crucial tool for institutional investors who need to trust their AI-powered insights.