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

# Labs

> Where we prototype features for revenue automation

![Sequence Labs](https://mintcdn.com/sequence/_8n3h7QmhHqdBxtd/images/product/labs/labs_cover.png?fit=max\&auto=format\&n=_8n3h7QmhHqdBxtd\&q=85\&s=8b5022336fd52323c12cd23a3c650d4d)

Labs is where we prototype features. These are things we're experimenting with: early prototypes and internal tools, published while we're still building and refining them. Some will never leave the lab; some will shape the future of revenue automation.

> [!NOTE]
>
> Labs projects are released to a small group of customers first while we refine them. If you'd like early access to something here, [speak to us](https://www.sequencehq.com/book-a-demo).

## How we build Labs

We see LLMs as useful at three levels, and we build deliberately across all of them:

1. **Slotted into specific product flows**, for example turning a contract into structured data.
2. **Running guided automations with human oversight**: multi-step workflows with tools, review, and audit.
3. **Operating autonomously**, where the guardrails are strong enough to let an agent run on its own.

These principles apply across all three levels, and they matter more the higher you climb:

> [card] The quality of your tools matters
>
> Tools, context, and feedback loops are the biggest differentiators.

> [card] Keep humans in the loop
>
> Someone has to see what the agent did, why, and have a path to override it.

> [card] Smallest useful scope first
>
> Every agent should do one specific job before we widen its remit.

> [card] Measure everything
>
> "Vibes are good" isn't enough. Track quality, latency, and cost at every layer.

## Prototypes

> [card] [MCP server](https://docs.sequencehq.com/labs/mcp.md)
>
> Expose your Sequence data to AI clients like Claude as a set of tools, so an assistant can fetch and reason over your billing data in response to a prompt.

> [card] [Contract intake agent](https://docs.sequencehq.com/agents/contract-intake.md)
>
> Automatically extract customer details, pricing, and billing terms from a signed contract and set up the customer and billing schedule for review.

> [card] [Accounts receivable agent](https://docs.sequencehq.com/agents/ar-agent.md)
>
> Action customer billing requests over email, from customer detail changes to invoice updates, with human review before anything changes.

## Get involved

Labs gets sharper when the people who'd actually use these agents push back.

> [card] [Book a demo](https://www.sequencehq.com/book-a-demo)
>
> See how Sequence agents work with your billing workflows.


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