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COLABandPantheon

Sample data

Agent-Ready report

yourproduct.com

Agents can find you and mostly read you. They cannot finish signing up, and nobody decided which agents get in.

Send this to your website ownerEmail me the full report

Agent-Ready score

54

out of 100

By layer

  • 01Findable

    71 out of 100

    Cited in 2 of 6 sampled AI answers for your category. Product schema present on pricing, missing on features.

    Status: Pass

  • 02Readable

    58 out of 100

    Your CDN serves a challenge page to two AI agents. Plan comparison table renders in JavaScript only.

    Status: Partial

  • 03Usable

    40 out of 100

    The agent found pricing but could not start a trial. Two signup fields have no labels, and a CAPTCHA blocks submit.

    Status: Fail

  • 04Callable

    15 out of 100

    No WebMCP tools or MCP endpoint detected. Very few sites have these yet, so this is an early-mover opportunity, not a failing grade.

    Status: Early

  • 05Governed

    30 out of 100

    No published AI policy. robots.txt blocks one agent and allows others, which looks accidental.

    Status: Fail

What the agent tried

Three buyer tasks, run in a real browser. Every step is logged in the full report, with screenshots.

  • Find pricing for a 10-person team

    Found in 4 steps from the homepage

    Result: Passed

  • Start a free trial

    Stopped at CAPTCHA on step 6 of 6

    Result: Failed

  • Book a demo

    Completed, but guessed at 2 unlabeled fields

    Result: Partial

Your website backlog

Ranked by impact per effort

  1. WEB-01Effort S, Impact High

    Label the signup form and swap the CAPTCHA for a bot check agents can pass

    Unblocks the trial task for agents and for screen reader users.

    Layer: Usable

    Who fixes it
    • COLAB, fixes this
    • Pantheon, not needed
  2. WEB-02Effort S, Impact Med

    Decide which AI agents you allow, then set CDN and robots.txt to match

    Right now the rules contradict each other.

    Layer: Readable, Governed

    Who fixes it
    • COLAB, fixes this
    • Pantheon, fixes this
  3. WEB-03Effort M, Impact Med

    Render pricing server-side and expose a "compare plans" tool

    Gives agents a reliable answer instead of a scrape.

    Layer: Readable, Callable

    Who fixes it
    • COLAB, fixes this
    • Pantheon, fixes this

Who owns this backlog?

If it is not you, send it to the person who decides what ships on your website. We will include your note and your guess. COLAB and Pantheon walk through it together.

Send it to them