Products/Fintech, Investing, API/Vouch API

Vouch API

AI equity research that proves it isn't lying

Fintech, Investing, APIPre-seed/AlphaSolo peopleFounded 202680+ specialized agentsSEC XBRL as ground truthSelf-healing pipeline (45% to 96.8% success rate)Cryptographic certification layerDCF valuationMonte Carlo simulation with deterministic verification
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Our Take

The core insight here is that AI in finance really is useless if you can't defend it to FINRA, and that's exactly what Vouch API fixes. They're using SEC XBRL data as ground truth, running DCF and Monte Carlo simulations, then slapping a cryptographic certification layer on top so compliance teams actually have a paper trail. The pipeline went from 45% to 96.8% success rate in three months, which is the kind of trajectory that gets OpenAI SMB and NVIDIA Inception interested. This is a dark horse — solo founder, pre-seed, but tackling a problem every portfolio manager and compliance team has.

Generates institutional-grade equity research and certifies its correctness with cryptographic proof. Uses SEC XBRL data, DCF valuation, and Monte Carlo simulation with deterministic verification.

Problem It Solves
Institutional finance firms want to use AI but cannot because there is no paper trail. FINRA requires reproducibility and the ability to defend decisions, not just good summaries.
Target Customer
Compliance teams, portfolio managers, and anyone who needs AI research they can defend to a regulator
Use Cases
AI equity research for compliance, Portfolio management, Defensible AI research for regulators
Free Tier
Free credits available
Differentiator
Cryptographic proof/certification of research correctness, SEC XBRL ground truth, deterministic verification enabling regulatory defense
Traction
Notable Metrics: 96.8% pipeline success rate (up from 45%), 3 months of self-healing pipeline development, 89 followers, 92 upvote points, Day rank #15

Key Facts

Category
Fintech, Investing, API
Founded
2026
Team Size
Solo people
Stage
Pre-seed/Alpha
Discovered via
product-hunt

The people behind Vouch API

O

Owais Aslam

profile

Links

WebsiteSource: product-hunt

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