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Agnost AI

Monitoring for AI Agents. Detect silent failures, find frustrated users, and apply fixes.

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Agnost AI is a monitoring platform for AI agents running in production. It surfaces silent failures such as user corrections, repeated questions, and frustration signals without requiring bug reports, then groups similar failures into clusters and shows how many users and messages each one affects. Teams can inspect flagged messages and nested tool traces to locate the source of a problem.

The platform includes automatic intent and sentiment discovery, quality, policy, and compliance violation detection, alerts for rising friction, and self-improvement suggestions. Suggested prompt changes come with replay results for review before approval, and fixes can be applied automatically once approved. Slack alerts are supported, along with integrations for LangChain/LangGraph, OpenAI Agents SDK, CrewAI, Vercel AI SDK, Pydantic AI, Mastra, OpenAI, Anthropic, and others, plus Python, TypeScript, and OpenTelemetry for custom harnesses.

Agnost AI is aimed at teams operating agents in production. It is packaged as a free plan with a monthly event allowance and limited data retention, alongside paid tiers that increase event volume, retention, and support, with usage measured over a rolling 30-day window. An Enterprise edition offers self-hosted VPC deployments, audit logs, custom SLAs, and custom improvement workflows.

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