This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Snap your fit. Get an AI verdict in seconds — APPROVED, PASSED, RETRIAL, or DENIED. Battle your friends. Photos are judged, then destroyed — never stored.
Hey Product Hunt!
FitVerdict started with a simple problem — my daughters would ask "does this look okay?" before heading out, and the answer was always subjective. I wanted something more
useful than a family opinion.
But building it became a research project into AI agent patterns I work with in enterprise AI — vision tokenization economics, edge-layer enforcement, privacy-preserving observability, and stateless multi-agent coordination. The consumer app is the surface. The architecture underneath is what I was really exploring.
A few things that surprised me building this:
→ A canvas pipeline that downscales photos to 1568px before the API call cuts token cost 8× with zero quality loss for outfit analysis. Understanding this changed how
I model vision AI costs entirely.
→ You can have full production observability — latency, token burn, error rates, verdict distribution — without storing a single photo. Privacy and telemetry don't have
to be in tension.
→ The battle code system (peer outfit comparison) runs as two completely independent AI agents with zero shared state — coordinated by a base64 token. No session
management, no database joins.
33 days since launch. Zero errors in the last 3 weeks. ~$0.009 per scan in infrastructure cost.
Full technical breakdown here:
https://x.com/_vasan_/status/208...
Would love your feedback — especially on the verdict quality and the sharing experience. What would make you actually, use this before heading out?
Built in public. Shipping in the open. ⚖️
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About FitVerdict — Know before you go on Product Hunt
“AI judges your outfit before you leave the house”
FitVerdict — Know before you go was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #85 on the daily leaderboard. Snap your fit. Get an AI verdict in seconds — APPROVED, PASSED, RETRIAL, or DENIED. Battle your friends. Photos are judged, then destroyed — never stored.
FitVerdict — Know before you go was featured in Android (57.5k followers), Artificial Intelligence (477.8k followers), Beauty & Fashion (2.2k followers) and Lifestyle (1.7k followers) on Product Hunt. Together, these topics include over 170k products, making this a competitive space to launch in.
Who hunted FitVerdict — Know before you go?
FitVerdict — Know before you go was hunted by Vasanth Natarajan. 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.
Want to see how FitVerdict — Know before you go stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Vasanth Natarajan