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Sequence Labs
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.
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.

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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:

The quality of your tools matters

Tools, context, and feedback loops are the biggest differentiators.

Keep humans in the loop

Someone has to see what the agent did, why, and have a path to override it.

Smallest useful scope first

Every agent should do one specific job before we widen its remit.

Measure everything

“Vibes are good” isn’t enough. Track quality, latency, and cost at every layer.

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Prototypes

MCP server

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.

Contract intake agent

Automatically extract customer details, pricing, and billing terms from a signed contract and set up the customer and billing schedule for review.

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Get involved

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

Book a demo

See how Sequence agents work with your billing workflows.