Know the ground before you build on it.

  1. Caught. Marcus said order IDs are unique. A check finds 3,840 repeats.
  2. Asked. From his inbox, Marcus explains: ID plus date is unique.
  3. Verified. The engineer accepts the rule and the check passes.
  4. Ready. A coding agent builds the dedupe step on it.

How it works

  1. Propose

    AI agents draft claims from calls, threads and docs, each with an exact quote.

  2. Measure

    Code checks each claim against the customer's data. Read-only, metadata-first.

  3. Verify

    A named person confirms what's true. Engineers build on the truth.

Everyone works from the same map

  • AI agents

    Draft claims from calls and docs. Agents raise the flags for you.

  • Customer experts

    Answer one question at a time from their inbox, Slack, or Teams. No account necessary.

  • Your engineers

    Accept rules and see what's ready, what's blocked and who it's waiting on.

  • Coding agents

    Build on verified rules over the Model Context Protocol (MCP).

Request a demo

Ingrain is a working prototype, and we're scoping paid pilots with AI deployment teams now. Tell us what you're deploying and let's connect.

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