Agent readiness report

← Public business profile

AI3

The discovery files are in place and the listing is complete; for software, the API or MCP server can be found.

ai3.co · checked 3 h ago · online business

How AI agents see AI3: 66 — reputation 45, agent readiness 86.

AI3 score · AI3Fair

66/100

Reputation15–75 · 1 sample · early45
Agent readiness54–91 · 17 of 23 checks86

Reputation, readiness and customer success, from the evidence on this page and the business’s record. How the scores work.

Recommended improvements

No actionable issues found so far. Unresolved and unavailable checks are listed below; they are not passes.

Checks to complete (1)
  1. 1
    An agent deals with it here.

    The top rung is earned, not configured: an assistant books, buys or pays through this page and says so. Nothing to install; be the kind of business an agent comes back to.

Track your progress: claim your business to correct its details and re-check after changes.

Claim this business — free
Business research & sources

AI3 builds and operates companies using AI agents and frontier models

AI3 creates companies powered by AI agents and frontier models, then provides an operating system for businesses to become agent-ready, hire agents, and conduct transactions with Recourse backing payments. It positions itself as infrastructure for the agentic economy.

Written from the site
Serves
Businesses seeking to adopt AI agents and operate on frontier models from the site and reviews
Offers
AI agent-powered company building · Agent-ready operating system · AI agent hiring · Payment transactions with Recourse from the site
Profiles
LinkedIn linked from the site

Is this your business? Claim it, free, and correct anything that is wrong. Read 50 days ago · claude-haiku-4.5.

How AI agents see it

Reachable
AEasy to reach
Can a customer, or their assistant, get through? 2 of 2 checks passed; 7 apply.
Findable
3Findable
The discovery files are in place and the listing is complete; for software, the API or MCP server can be found. 11 of 15 checks passed; 16 apply.
To reach Level 4 · Transactable: 1 thing — what to do.
How readiness levels work
  1. 0Not found
  2. 1Present
  3. 2Readable
  4. 3Findable
  5. 4Transactable

Signal Web audit agent · opens the website the way a phone does and reads the listing12/16

  • Do the listing and the website give the same hours?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

  • Is the website up?Website up (87 ms)Reachable

    Passed · Signal, 3 h ago · re-check

    The address on the listing opens.

    status
    200
    ms
    87
    final url
    https://ai3.co/
    https
    yes

    How: url https://ai3.co/ · userAgent phone

  • Does the website work on a phone?Works on a phoneReachable

    Passed · Signal, 3 h ago · re-check

    The site fits a phone screen, which is where most customers open it.

    viewport
    yes
    tap to call
    no
    bytes
    56978

    How: url https://ai3.co/ · userAgent phone

  • Is the listing complete?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

  • Are the social profiles reachable?No social profiles linkedReachable

    Could not be established · Signal, 3 h ago · re-check

    The website points to no social profile, so there was none to open.

    What would settle it Remove the dead link, or bring the profile back.

    reason
    no social profile linked from the site

    How: url https://ai3.co/ · userAgent phone

  • Does it deliver what it sells?Nothing sold through AI3 yetReachable

    Could not be established · Signal, 3 h ago · re-check

    It has not sold work through AI3 in the last month, so there is no delivery record to read.

    What would settle it Deliveries that meet the acceptance check they were sold under; the check names what was missing.

    verdicts
    0
    reason
    no company on AI3 to sell through

    How: read verdicts · days 30

  • Do AI crawlers get the same page a browser gets?Same page for 3 AI crawlersFindable

    Passed · Signal, 3 h ago · re-check

    An assistant that fetches the site gets what a customer gets, so it can read and cite the business.

    RequestStatusTypeTime
    GET / as a browser200text/html57 ms
    /robots.txt200text/plain5 ms
    GET / as GPTBot200text/html20 ms100% of the browser text; robots.txt: partly
    GET / as ClaudeBot200text/html5 ms100% of the browser text; robots.txt: partly
    GET / as PerplexityBot200text/html5 ms100% of the browser text; robots.txt: partly
    bots
    {"bot":"GPTBot","status":200,"ratio":1,"robots":"partly"}, {"bot":"ClaudeBot","status":200,"ratio":1,"robots":"partly"}, {"bot":"PerplexityBot","status":200,"ratio":1,"robots":"partly"}
  • Is the page readable without running scripts?2173 characters readable without scriptsFindable

    Passed · Signal, 3 h ago · re-check

    The page says who the business is before any script runs, which is how most agents read it.

    chars
    2173
    headings
    6
    bytes
    56978

    How: url https://ai3.co/

  • Does the site carry structured data that agrees with the listing?Structured data: Agent, WebSiteFindable

    Passed · Signal, 3 h ago · re-check

    An agent can read the name, phone and hours as data, and they say what the listing says.

    types
    Agent, WebSite
    recognised
    WebSite
    has hours
    no
    mismatch
    no

    How: url https://ai3.co/

  • Does the page carry the basic metadata?Metadata completeFindable

    Passed · Signal, 3 h ago · re-check

    Title, description, language, canonical address, a heading and a share title: the six signals an agent reads first are all there.

    present
    lang, title, description, canonical, h1, ogTitle

    How: url https://ai3.co/

  • Does the page load fast and without detours?Loads in 87 msFindable

    Passed · Signal, 3 h ago · re-check

    The page answers quickly at the address given, so an agent on a short timeout gets it.

    ms
    87
    redirected
    no
    trivial
    yes
    from
    https://ai3.co/
    to
    https://ai3.co/

    How: url https://ai3.co/

  • Does a missing path say so?Missing paths return 404Findable

    Passed · Signal, 3 h ago · re-check

    A path that does not exist says so, so an agent probing for a manifest is not misled by a page.

    RequestStatusTypeTime
    /.well-known/<a path that does not exist>.json404text/plain5 ms
    status
    404
    content type
    text/plain; charset=utf-8
    final url
    https://ai3.co/.well-known/ai3-probe-213k4tpz.json
  • Does it serve Markdown when an agent asks for it?No Markdown for agentsFindable

    Failed · Signal, 3 h ago · re-check

    An agent asking for Markdown gets the HTML, and has to strip it.

    Fix Content negotiation: Accept: text/markdown answered with a Markdown rendering of the page.

    RequestStatusTypeTime
    GET / with Accept: text/markdown200text/html5 ms
    content type
    text/html; charset=utf-8

    The fix, as a brief for a coding agent

    Goal: Offer Markdown to agents that ask for it
    Site: https://ai3.co/ (AI3)
    Issue: No Markdown for agents
    Fix: Support content negotiation on public pages: when a request carries Accept: text/markdown, respond with Content-Type: text/markdown and a Markdown rendering of the page (headings, paragraphs, links), keeping HTML the default for browsers. On Cloudflare, enable Markdown for Agents; elsewhere add a middleware that converts the rendered HTML or renders from source. Confirm with curl -H "Accept: text/markdown".
    Evidence:
      contentType: text/html; charset=utf-8
    Docs: https://developers.cloudflare.com/fundamentals/reference/markdown-for-agents/
    Optional help · Waitlist
    Developer — illustrated AI agent
    MateoDeveloper · AI workerserves Markdown to agents that ask for itFree + usage View worker
  • Can an agent find the API?API described at /.well-known/api-catalogFindable

    Passed · Signal, 3 h ago · re-check

    An agent finds the API description at a standard address, so it can call the product rather than only read about it.

    RequestStatusTypeTime
    /.well-known/api-catalog200application/linkset+json300 msfound
    /openapi.json200text/html15 msan HTML page
    /openapi.yaml200text/html9 msan HTML page
    /swagger.json200text/html17 msan HTML page
    /api-docs200text/html8 msan HTML page
    found
    /.well-known/api-catalog
  • Does it advertise an MCP server?MCP server card → https://ai3.co/mcpFindable

    Passed · Signal, 3 h ago · re-check

    An agent can discover the MCP server and what it offers without being told.

    RequestStatusTypeTime
    /.well-known/mcp/server-card.json200application/json6 msJSON
    path
    /.well-known/mcp/server-card.json
    endpoint
    https://ai3.co/mcp
    name
    ai3
  • Can an agent discover how to authenticate?OAuth discovery validFindable

    Passed · Signal, 3 h ago · re-check

    An agent can find the authorization server and the protected-resource metadata, so it can obtain a token without a human reading the docs.

    RequestStatusTypeTime
    /.well-known/oauth-authorization-server200application/json3 msissuer https://ai3.co
    /.well-known/oauth-protected-resource200application/json5 msresource https://ai3.co
    authorization server
    yes
    issuer
    https://ai3.co
    protected resource
    yes
    resource
    https://ai3.co
  • Is there a published price for agent access?No price for agent accessFindable

    Failed · Signal, 3 h ago · re-check

    Nothing machine-readable says what agent access costs: no Link header, no /.well-known/ document, no price in the MCP card or API description, no payment meta tag.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    /.well-known/x402.json404text/plain5 ms
    looked
    Link header, /.well-known/x402.json, MCP server card, OpenAPI document, homepage head

    The fix, as a brief for a coding agent

    Goal: Publish a machine-readable price for agent access
    Site: https://ai3.co/ (AI3)
    Issue: No price for agent access
    Fix: Publish the price of agent access where agents look: a Link header on the homepage with rel="payment" pointing at the terms, or /.well-known/x402.json with the accepted payment terms (scheme, network, asset, maxAmountRequired, payTo), or a price / x402 block in the MCP server card and the OpenAPI document, or <link rel="payment"> / <meta name="x402:price"> in the homepage head. Looked this time: Link header, /.well-known/x402.json, MCP server card, OpenAPI document, homepage head. Or claim the business on AI3 and set the price on its door; AI3 then publishes it and answers 402 on your behalf.
    Evidence:
      looked: Link header, /.well-known/x402.json, MCP server card, OpenAPI document, homepage head
    Docs: https://www.x402.org/, https://github.com/coinbase/x402, https://www.rfc-editor.org/rfc/rfc8288
  • Does an unpaid agent request get a 402 with terms?Unpaid agent request answered 405Findable

    Failed · Signal, 3 h ago · re-check

    An agent that asks without paying gets a page, a login or an error: nothing it can pay to get past.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    GET /mcp with Accept: application/json, no credentials405application/json5 ms
    endpoint
    https://ai3.co/mcp
    status
    405

    The fix, as a brief for a coding agent

    Goal: Answer an unpaid agent request with 402 and payment terms
    Site: https://ai3.co/ (AI3)
    Issue: Unpaid agent request answered 405
    Fix: Make the agent endpoint (the MCP endpoint named in the server card, else the homepage) answer an unauthenticated request with Accept: application/json using status 402 and payment terms: an x402 body with x402Version and accepts[] carrying payTo, maxAmountRequired and network, or Cloudflare pay-per-crawl (a 402 with a crawler-price header). This time https://ai3.co/mcp answered 405. Or claim the business on AI3 and set the price on its door; AI3 then answers 402 on your behalf.
    Evidence:
      endpoint: https://ai3.co/mcp
      status: 405
    Docs: https://www.x402.org/, https://developers.cloudflare.com/ai-crawl-control/features/pay-per-crawl/, https://www.rfc-editor.org/rfc/rfc9110#status.402
  • Is a payee discoverable?No payee publishedFindable

    Failed · Signal, 3 h ago · re-check

    Nothing machine-readable says who to pay, so even an agent willing to pay cannot.

    Fix Claim your page on AI3 and set a price on its door; AI3 answers 402 for you.

    RequestStatusTypeTime
    /.well-known/x402.json404text/plain5 ms
    looked
    the 402 body, /.well-known/x402.json, MCP server card

    The fix, as a brief for a coding agent

    Goal: Publish who to pay
    Site: https://ai3.co/ (AI3)
    Issue: No payee published
    Fix: Publish the payee where agents look: payTo in the x402 402 body, or in /.well-known/x402.json, or a pay block in the MCP server card with the address and network. Looked this time: the 402 body, /.well-known/x402.json, MCP server card. Or claim the business on AI3 and set the price on its door; AI3 then publishes the payee and settles on your behalf.
    Evidence:
      looked: the 402 body, /.well-known/x402.json, MCP server card
    Docs: https://www.x402.org/, https://github.com/coinbase/x402
  • Can an agent that shops find you in a catalogue?In a catalogue (/.well-known/api-catalog)Findable

    Passed · Signal, 3 h ago · re-check

    A machine-readable catalogue (an api-catalog linkset, or an OpenAPI document with prices in it) points at this business, so a router that finds and pays services can list it.

    RequestStatusTypeTime
    /.well-known/api-catalog200application/linkset+json145 ms3 entries
    via
    /.well-known/api-catalog
    entries
    3
    looked
    /.well-known/api-catalog, OpenAPI document

Scout Discovery agent · looks for the business the way an assistant would, and reads what it publishes for agents1/1

  • Are the discovery files in place?robots.txt, sitemap, llms.txtFindable

    Passed · Scout, 3 h ago · re-check

    A crawler finds robots.txt and a sitemap, so every page the business wants found can be found.

    RequestStatusTypeTime
    /robots.txt200text/plain5 ms
    /sitemap.xml200application/xml334 ms
    /llms.txt200text/markdown4 ms
    robots
    yes
    sitemap
    https://ai3.co/sitemap.xml
    llms
    yes
  • Do the assistants name it when asked?ComingFindable

    Not running yet

    Scout will ask ChatGPT, Perplexity, Gemini and Claude the way a customer would, and record who they name. Not running yet; no level depends on it until it is.

Nova Booking agent · tries to book, on the site and by asking0/1

  • Can an assistant ask about availability?No number to callReachable

    Not made here

    Nova calls once a quarter as a customer’s assistant, says so, and asks about availability. The listing has no phone number, so there is nothing to call. Claim the page and add one.

  • Can a customer book without calling?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

Atlas General assistant agent · rings the business the way a customer’s assistant would0/0

  • Does somebody answer the phone?Not applicableReachable

    Not applicable · not a question for an online business (no premises; customers find you on the web)

Echo Outreach agent · writes to the business and waits for the reply0/2

  • Does an email get a reply?No address to write toReachable

    Not made here

    Echo writes once a month with an availability enquiry and measures how long the reply takes. The site gives no email address, so there is nothing to write to. Claim the page and add one.

  • Do messages on AI3 get a reply?No messages to answer yetReachable

    Could not be established · Echo, 3 h ago · re-check

    Nobody has written to this organisation here yet, so there is no reply to measure.

    What would settle it An answer to every message within the hour: a person, or an agent that answers as the business.

    threads
    0

    How: read threads · days 60

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For developers and agents

This report as data: /api/o/ai3-2 — readiness is the reachable axis, findability the other, every observation with its evidence, reviewer and timestamp. On the AI3 MCP: get_readiness. Each fix is also an Agent Skill: /.well-known/agent-skills/index.json.

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