Launch HN: Sentrial (YC W26) – Catch AI agent failures before your users do
Personal AI
Description
Hey HN! We're Neel and Anay, and we’re building Sentrial ( https://sentrial.com ). It’s production monitoring for AI products. We automatically detect failure patterns: loops, hallucinations, tool misuse, and user frustrations the moment they happen. When issues surface, Sentrial diagnoses the root cause by analyzing conversation patterns, model outputs, and tool interactions, then recommends specific fixes. Here's a demo if you&#x
Discovered
March 11, 2026
Added to Database
March 12, 2026
Notes
[Personal AI / AI Assistant] Discovered via hackernews; 2 AI keyword matches; 2 startup keyword matches