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

# Labs

> Zeotap's early-access programme for beta features — functional, running on real data, and evolving with your feedback.

## What is Labs?

**Labs** is Zeotap's early-access programme — a dedicated space within the platform where the newest AI and ML capabilities are made available before they reach general release. Features in Labs are fully functional and run on your real data, but they are still in active development. The intention is to get you involved early: your feedback directly shapes how these features evolve.

<Note>
  **Why early access?** Zeotap operates on 4-week feedback cycles for Labs features. Reporting issues or sharing what works well means improvements reach you faster than they would in a standard release cycle.
</Note>

## What's inside Labs

Labs currently contains the **AI Playground**, the hub for all AI-powered tools in Zeotap. Additional programmes may join Labs over time as new capabilities enter beta.

<CardGroup cols={1}>
  <Card title="AI Playground" icon="sparkles" href="/articles/labs-customer/ai-playground">
    The home for AI and ML features. Includes the **Audience Recommender** (live) and upcoming features such as Category Affinity, Next Best Action, and the Zeotap MCP server.
  </Card>
</CardGroup>

## Giving feedback

Your input is the primary mechanism through which Zeotap improves these features before general release. You can share feedback through:

* **In-product feedback mechanisms** within each Labs feature
* Your **Customer Success Manager**

<Warning>
  Features in Labs are pre-release software. Capabilities, interfaces, and outputs may change — including in ways that are not backward compatible — before any feature reaches general release. See the [Beta Terms of Use](/articles/labs-customer/ai-playground#beta-terms-of-use) before acting on feature outputs.
</Warning>