I ship products,tear them apart,and build smarter.

8% of Indian health claims get rejected over clauses nobody reads. Upload a policy, describe the treatment, and get a verdict, an out-of-pocket estimate and an appeal letter. Every answer cites the exact clause, and every quote is string-verified.

“A confident wrong “covered” costs a family lakhs, so “need more information” is a first-class answer.”

• ✓7/8 red-team attacks handled
• ✓11 guardrail tests
• ✓~2s model latency, benchmarked

An AI research agent that pulls real Play Store, App Store and Hacker News reviews, maps every review in 3D by meaning, clusters the themes, and writes a PRD in which every claim cites a real user.

“On 228 real Zepto reviews: 30% said “marked delivered, never arrived”. That's the one thing to fix first.”

• ✓228 reviews → 7 themes
• ✓5/5 citations traced to real users
• ✓Degrades gracefully when APIs fail