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Intencion

Outcome-based observability for AI agents: pass/fail verdicts you define, failure ranked by goal, and a why(run) MCP call — free to 10k runs, then $90/mo

freemiumPriced by runs, not by seats. A run is one user goal from the first call to the final outcome including every tool call in between; retries inside a single run do not count as extra runs. Free is $0/month with no card: 10,000 runs a month, 7-day retention, intents/runs/emerging views, 1 project, 2 seats and community support. Team is $90/month plus $4 per additional 10,000 runs over 100,000: 100,000 runs a month included, 90-day retention, failure breakdown by step, success rules and failure reasons, unlimited seats and projects, and priority email support. Enterprise is contact-us with unlimited runs, custom retention, SSO/SAML and audit log, EU or US data residency, a self-hosted option and a dedicated support SLA. Overage does not break anything — you are emailed before crossing the line and can set a hard cap. Annual billing gives two months free.View full pricing →

About Intencion

Intencion is observability for AI agents organised around outcomes rather than spans. You patch the client once — a single line wrapping an OpenAI or Anthropic client in TypeScript or Python — and every run is captured with its model, tokens, latency and, critically, a pass-or-fail verdict that you define in code. That verdict is what makes the rest work: runs group by the goal they were serving, goals sort by failure rate, and the biggest problem in the agent sits at the top of the list rather than being buried in a trace viewer. Opening a failing run shows the tool calls in order with inputs, outputs and latency, and the step that broke is marked — a malformed tool call, an ungrounded answer, a step that silently did nothing. The feature that is hardest to find elsewhere is the Unhandled view: requests the agent has no path for at all, ranked by how often users hit them. Those are failures of absence rather than failures of execution, and they double as a build-next list. There is also an MCP surface — a coding agent can call why(run) and get back the failing step, the error and a suggested fix without a human opening the dashboard. Sensitive data is stripped before storage: emails, card numbers, US SSNs and phone numbers never land in the database.

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Key Features

One-line client patch for OpenAI and Anthropic in TypeScript or Python
Pass/fail verdicts defined in code; goals ranked by failure rate
Run detail marks the exact step that broke, with inputs and outputs
Unhandled view surfaces requests the agent has no path for at all
why(run) over MCP so a coding agent can diagnose without the dashboard

Tags

agent-observabilityevalstracingmcpllm-monitoring
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