Sentrial

SentrialSentrial
Sentrial

Sentrial

Production monitoring for AI agents that catches semantic failures your APM misses.

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About

Sentrial is a real-time production monitoring platform for AI agents. It detects semantic failures - hallucinations, infinite loops, bad tool calls, and user frustration signals - that never throw an error and never surface in traditional APM tools. Founded by two UC Berkeley undergrads, Sentrial uses per-customer fine-tuned classifiers and full-fidelity session capture to give engineering teams source-code-level failure pinpointing, plus a session replay-and-fork debugger for production agent issues.
Frequently asked

What does Sentrial do?

Sentrial is a real-time production monitoring platform for AI agents. It detects semantic failures - hallucinations, infinite loops, bad tool calls, and user frustration signals - that never throw an error and never surface in traditional APM tools. Founded by two UC Berkeley undergrads, Sentrial uses per-customer fine-tuned classifiers and full-fidelity session capture to give engineering teams source-code-level failure pinpointing, plus a session replay-and-fork debugger for production agent i…

When was Sentrial founded?

Sentrial was founded in 2026.

What industry does Sentrial operate in?

Sentrial operates in AI Developer Tools, AI Observability, MLOps.

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