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

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