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Agnost AI

Agnost AI helps teams find silent failures in production chat and voice agents. It analyzes real conversations to surface user frustration, hidden requests, violations, and recurring failure patterns, then turns the highest-impact findings into improvements a team can review and ship.

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-21T13:46:45.320Z. Cached copy · Source on agnost.ai

# Agnost AI

> Agnost AI helps teams find silent failures in production chat and voice agents. It analyzes real conversations to surface user frustration, hidden requests, violations, and recurring failure patterns, then turns the highest-impact findings into improvements a team can review and ship.

Agnost AI is built by Agnost Tech Inc. and backed by Y Combinator. It works with any LLM or agent framework and can be connected through an SDK or OpenTelemetry.

## What Agnost AI does

- **Find user frustration:** Detect where people get stuck, repeat themselves, rage-prompt, or abandon a conversation.
- **Surface hidden demand:** Group recurring questions, feature requests, objections, and unmet needs before they lead to churn.
- **Catch violations:** Identify quality, policy, and compliance failures in real production interactions.
- **Improve agents:** Turn patterns into reviewed prompt, tool, and workflow improvements. Teams stay in control of what ships.
- **Answer questions about your agent:** Query conversation data in natural language without reading thousands of transcripts.

## Setup and data

- Setup: connect with the Agnost AI SDK or OpenTelemetry and send production traces.
- Supported data: chat and voice-agent conversations, traces, and events.
- Data handling: encrypted in transit and at rest; customer data is not used to train third-party models; retention is controlled by plan.

## Pricing

- **Free:** Full product access, up to 1,000 events/month, and 7-day data retention.
- **Starter — $49/month:** Everything in Free, up to 10,000 events/month, 30-day retention, and onboarding help.
- **Pro — $499/month:** Everything in Starter, up to 1,000,000 events/month, 90-day retention, and a founders Slack channel.
- **Enterprise:** Self-hostable VPC deployments, custom retention, audit logs, SLAs/SLOs, custom improvement workflows, and priority feature requests.

## Important links

- [Homepage and pricing](https://agnost.ai/)
- [Agnost AI app](https://app.agnost.ai/)
- [Agnost AI developer resources](https://docs.agnost.ai/developer-resources.md)
- [Agnost AI documentation index](https://docs.agnost.ai/llms.txt)
- [Agnost AI OpenAPI specification (YAML)](https://docs.agnost.ai/openapi.yaml)
- [Agnost AI OpenAPI specification (JSON)](https://docs.agnost.ai/openapi.json)
- [Authentication](https://docs.agnost.ai/authentication.md)
- [SDK packages](https://docs.agnost.ai/sdks.md)
- [Hosted Agnost AI MCP server](https://docs.agnost.ai/agnost-mcp-server.md)
- [OAuth authorization-server metadata](https://mcp.agnost.ai/.well-known/oauth-authorization-server)
- [OAuth protected-resource metadata](https://mcp.agnost.ai/.well-known/oauth-protected-resource)
- [Blog](https://agnost.ai/blog)
- [Privacy Policy](https://agnost.ai/privacy-policy/)
- [Terms of Service](https://agnost.ai/terms/)
- [Book a call](https://call.agnost.ai)

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