Tool overview
Agnost AI is listed under Data Analytics AI tools.
What is Agnost AI?
Agnost AI analyzes real chat and voice conversations from production agents. It surfaces broken workflows, repeated retries, setup friction, churn risk, sentiment, and failure patterns, then proposes improvements or reviewed pull requests for teams to approve.
Best for
Teams improving production chat, voice, and tool-using agents from real conversations
Who is it for?
Decision note
A strong fit for teams operating conversational agents and voice systems in production. Verify data-processing terms, retention, SDK coverage, and autonomous change controls before Apply.
Key features
Production conversation and failure analysis
Automatic intent and sentiment extraction
Natural-language queries over agent data
Reviewed prompt, tool, and code improvements
OpenTelemetry-native SDK instrumentation
Use cases
Detect failures missed by offline evaluations
Analyze user frustration and drop-off
Prioritize high-impact agent fixes
Open reviewed pull requests automatically
Monitor chat and voice agent behavior
Pros
- Ongoing free plan for smaller teams
- Works with any LLM or framework
- Connects production signals to fixes
- Provides clear message and retention limits
Cons
- Conversation data requires careful privacy controls
- Automated fixes still need engineering review
Limitations
Production conversations can contain sensitive or misleading signals. Teams must configure consent, redaction, retention, access, evaluation criteria, and review gates. Proposed fixes should be tested against representative traffic before merging or deploying.
Pricing details
Billing options
Pricing note
Starter is free for up to 1,000 messages per month with seven-day retention. Pro costs $499 per month for up to 100,000 messages and 90-day retention. Enterprise is custom. The continuing Starter tier is a Free Plan, not a time-limited trial.
Supported languages
- English
Integrations
OpenTelemetry
Python SDK
TypeScript SDK
Any LLM framework
MCP servers



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