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.
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
About Vouch API on Product Hunt
“AI equity research that proves it isn't lying”
Vouch API launched on Product Hunt on April 27th, 2026 and earned 91 upvotes and 2 comments, placing #15 on the daily leaderboard. 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.
Vouch API was featured in API (98.1k followers), Fintech (46.9k followers) and Investing (26.6k followers) on Product Hunt. Together, these topics include over 31.6k products, making this a competitive space to launch in.
Who hunted Vouch API?
Vouch API was hunted by Owais Aslam. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Owais Aslam