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

# Roadmap

> Experiments is the current build. judged AI and threshold replay come after it.

The pages before this one are what you can call today. Three items are not available yet, in this order.

<Columns cols={3}>
  <Card title="Experiments" icon="flask-conical" href="/docs/guides/experiments">
    Run a published pack against a dataset. The API is live. The screen is the current build.
  </Card>

  <Card title="judged AI" icon="sparkles">
    An assistant in the app that returns the call for your system.
  </Card>

  <Card title="Threshold replay" icon="rotate-ccw">
    Apply a new review rule to answers already stored.
  </Card>
</Columns>

## Order

<Steps>
  <Step title="Experiments">
    Upload tickets, run a published pack, and read accept, review, and the review rate before that version is the live one.
  </Step>

  <Step title="judged AI">
    Ask how to connect your system. The assistant answers from these docs and from the packs on your account.
  </Step>

  <Step title="Threshold replay">
    Change a review rule and see whether stored answers would move. The model is not called again.
  </Step>
</Steps>

## Experiments

Datasets and simulations already run over the API. The Experiments item in the app stays disabled until the screen opens.

| Piece | State |
| - | - |
| API | Datasets, ticket import, and simulation runs |
| App | The screen at `/experiments` is closed. The nav item stays disabled |

<Note>
  Create datasets and start runs from the API. The route is documented on [Experiments](/docs/guides/experiments).
</Note>

## judged AI

An assistant in the app. It reads these docs and the packs on your account, then returns the REST, MCP, or webhook call that connects your system to a published pack.

| What | judged AI |
| - | - |
| Reads | These docs, and the packs on your account |
| Returns | The REST, MCP, or webhook call for a published pack |
| Does not | Judge a ticket, publish a pack, or change a threshold |

There is no assistant in the app today. REST, MCP, and webhooks are the way in. See [Integrations](/docs/guides/integrations).

## Threshold replay

A review rule lives on the pack. Today, changing it means a new judgment. Replay applies the new rule to answers you already stored.

| What | Replay |
| - | - |
| You see | Whether `status` and `reviewReasons` would change |
| Stays stored | The evaluation, including the model answers on that row |
| Not a replay | A question that was added, removed, or rewritten |


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