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

# Auto Annotations

> Voker automatically annotates every event with the user's intents, corrections, and resolutions.

## Overview

Auto Annotations are Voker's analytics layer for AI agents in production. Every [event](/concepts/events) you send to Voker is automatically labeled with what the user was trying to accomplish, where the agent got something wrong, and whether the user's intent was fulfilled.

<Frame caption="Session detail page - View annotations on session">
  <img src="https://mintcdn.com/voker/I1XKBS5reCtnRs-9/assets/documentation/auto-annotations/auto-annotations.png?fit=max&auto=format&n=I1XKBS5reCtnRs-9&q=85&s=eaa1f44a8310259a20cf519bd2a2abba" width="2553" height="1393" data-path="assets/documentation/auto-annotations/auto-annotations.png" />
</Frame>

## Annotation types

Voker produces three kinds of Auto Annotations.

<Columns cols={3}>
  <Card title="Intents" icon="target" href="/auto-annotations/intents">
    What the user is trying to accomplish.
  </Card>

  <Card title="Corrections" icon="pencil" href="/auto-annotations/corrections">
    Where the agent got something wrong.
  </Card>

  <Card title="Resolutions" icon="circle-check" href="/auto-annotations/resolutions">
    Whether an intent was actually fulfilled.
  </Card>
</Columns>

## Categorization

We automatically categorize these annotations into broader **Categories**. Read more about this process in the [Categorizations](/platform/categorizations) documentation.

## FAQ

<AccordionGroup>
  <Accordion title="Do Auto Annotations improve over time?">
    Definitely! We are constantly improving our Auto Annotations system so that it's immediately helpful out of the box.
  </Accordion>

  <Accordion title="Are Auto Annotations customizable?">
    Yes. [Contact the team](https://discord.gg/A6hTXfvufu) to customize how intents, corrections, and resolutions are detected to reflect your product's reality instead of a generic default.
  </Accordion>

  <Accordion title="How frequently are Auto Annotations updated?">
    Every [event](/concepts/events) you send is annotated automatically.
  </Accordion>

  <Accordion title="How can I export my Auto Annotations?">
    [Contact the team](https://discord.gg/A6hTXfvufu) to get your exported annotations.
  </Accordion>

  <Accordion title="Why do I need Auto Annotations?">
    Logs and traces help engineers debug one conversation at a time. Auto Annotations tell you what's happening across all of them — what users are asking, where the agent keeps breaking, and whether agents actually deliver. They close the measurement gap that existing observability and product analytics tools weren't built for.
  </Accordion>

  <Accordion title="Do Auto Annotations replace evals or manual annotations?">
    No. Evals catch regressions against scenarios you've already defined; Auto Annotations surface failure patterns in production that you didn't know to write evals for. They are complementary.
  </Accordion>
</AccordionGroup>