Vouch API generates institutional-grade equity research and certifies its correctness with cryptographic proof. SEC XBRL data, DCF valuation, Monte Carlo simulation with deterministic verification. Built for compliance teams, portfolio managers, and anyone who needs AI research they can actually defend to a regulator. Backed by OpenAI SMB and NVIDIA Inception. Built solo. Early alpha — would love your feedback.

Wispr Flow: Dictation That Works Everywhere — Stop typing. Start speaking. 4x faster.

Stop typing. Start speaking. 4x faster.

Hey! Owais here, solo founder and MBA. I spent a long time watching institutional finance firms want to use AI and not be able to. Not because the outputs were bad, because there was no paper trail. FINRA doesn't care how good your summary is. It cares that you can reproduce and defend the decision. So I built the thing I kept wishing existed. 80+ specialized agents, SEC XBRL as the ground truth, a self-healing pipeline that went from 45% to 96.8% success over 3 months by detecting its own failure patterns and rewriting its own prompts. Honest alpha moment: the cryptographic certification layer is architecturally done but not fully live in prod yet. Shipping it this week. Wanted to put this in front of real people before I did. Would especially love to hear from anyone in finance, compliance, or who has tried to sell AI tools to risk-averse buyers. What actually got the meeting? Thanks for being here 🙏

I ran a quick stress test of Vouch using the free credits. Found a couple of significant edge case failures worth knowing about. Writeup here: https://rsafarha.substack.com/p/edge-case

Wispr Flow: Dictation That Works Everywhere — Stop typing. Start speaking. 4x faster.

Stop typing. Start speaking. 4x faster.

I ran a quick stress test of Vouch using the free credits. Found a couple of significant edge case failures worth knowing about. Writeup here: https://rsafarha.substack.com/p/edge-case

Vouch API

AI equity research that proves it isn't lying

AI equity research that proves it isn't lying