> ## Documentation Index
> Fetch the complete documentation index at: https://docs.agnost.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Understand your AI agents in production

> See what users want, where agents break expected behavior, and what to improve next

Agnost AI helps teams understand and improve AI agents using real production
interactions. It shows what users are trying to accomplish, identifies where
agents violate expected behavior, and connects every finding to the conversation,
event, or tool call behind it.

<Card title="Get started" icon="rocket" href="/quickstart">
  Connect an agent and see your first interaction in Agnost AI.
</Card>

## Why teams use Agnost AI

<CardGroup cols={2}>
  <Card title="Understand user demand" icon="bullseye-arrow">
    Use intents to see what users are trying to accomplish across real conversations.
  </Card>

  <Card title="Catch broken behavior" icon="shield-exclamation">
    Find conversations where an agent did not follow an expected rule.
  </Card>

  <Card title="Debug the cause" icon="magnifying-glass-chart">
    Trace an outcome back to the events and tool calls that produced it.
  </Card>

  <Card title="Improve continuously" icon="arrow-trend-up">
    Turn production evidence into alerts and concrete improvements.
  </Card>
</CardGroup>

## How it works

<CardGroup cols={3}>
  <Card title="1. Connect your agent" icon="plug">
    Use the Agnost AI skill, an Agnost AI SDK, or OpenTelemetry with your existing framework.
  </Card>

  <Card title="2. Understand production" icon="chart-line">
    Analyze conversations through intents and violations, with the supporting evidence attached.
  </Card>

  <Card title="3. Take action" icon="bolt">
    Monitor important conditions with alerts and turn recurring issues into improvements.
  </Card>
</CardGroup>

## The data behind every finding

| Data              | What it represents                                                          |
| ----------------- | --------------------------------------------------------------------------- |
| **Conversations** | Complete user interactions grouped into one timeline.                       |
| **Events**        | Agent turns, model generations, handoffs, guardrails, and other operations. |
| **Tool calls**    | Tool execution details, outcomes, and latency.                              |

Agnost AI analyzes this production data into **intents** and **violations**. You
can always open the supporting conversation and inspect the underlying events
before deciding what to change.

## See your first interaction

Use the [Quickstart](/quickstart) for guided setup, or select your existing
framework under **Agent frameworks** in the sidebar.

<Card title="Start the quickstart" icon="arrow-right" href="/quickstart">
  Connect an agent, trigger one real interaction, and verify that it reached Agnost AI.
</Card>

## Next steps

* [Quickstart](/quickstart): send your first interaction to Agnost AI.
* [Conversations](/using-conversations): learn how related activity is grouped.
* [Intents](/using-intents): organize conversations by what users wanted.