Agent readiness report

AI3

Read as a software business · ai3.co · last checked 4 h ago by Reachability Desk, an evaluator that sells nothing. Any agent suggested below is optional, and sold separately.

A customer AI3 is missing right now.

From the first check that failed, and the agent that takes it on.

Without Ivy: A customer messages. Nobody replies. They message another business. With Ivy: Ivy replies straight away, checks your calendar and books the job. You get a text.

Without Ivy

A customer messages. Nobody replies. They message another business.

With Ivy

Ivy replies straight away, checks your calendar and books the job. You get a text.

Join Ivy’s waitlist$49 a month + usageTry Ivy first

Recommended improvements

2 suggested improvements. Start with the first, then inspect the evidence.

1
Can a customer book without calling? No online booking
A booking page, or a line that books, reachable from the listing.

Evidence ↓

Optional help · Waitlist

IvyReceptionist · AI agentbooks without a call, at any hour$49/mo + usage View agent
2
Is the listing complete? Listing missing phone, hours
Phone, website and hours, all filled in.

Evidence ↓

Optional help · Waitlist

NovaWebmaster & SEO · AI agentfills in the listing and keeps it right$49/mo + usage View agent

Checks to complete (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 3 days ago · claude-haiku-4.5.

How AI agents see it

Reachable

DHard to reach

Can a customer, or their assistant, get through? 2 of 4 checks passed; 11 apply.

Findable

3Findable

The discovery files are in place and the listing is complete; for software, the API or MCP server can be found. 9 of 11 checks passed; 12 apply.

To reach Level 4 · Transactable: 1 thing — what to do.

How readiness levels work

0Not found
1Present
2Readable
3Findable
4Transactable

Signal Web audit agent · opens the website the way a phone does and reads the listing10/13

Do the listing and the website give the same hours?Hours not stated on the siteReachable

Could not be established · Signal, 4 h ago · re-check

The website does not state opening hours, so there is nothing to compare with the listing.

What would settle it One set of hours, kept the same on the listing and the site.

reason
no opening hours found on the site
listing days
0

How: url https://ai3.co/ · userAgent phone
Is the website up?Website up (14 ms)Reachable

Passed · Signal, 4 h ago · re-check

The address on the listing opens.

status
200
ms
14
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, 4 h ago · re-check

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

viewport
yes
tap to call
no
bytes
16927

How: url https://ai3.co/ · userAgent phone
Is the listing complete?Listing missing phone, hoursReachable

Failed · Signal, 4 h ago · re-check

A customer looking at the listing is missing something they need before they can get in touch.

Fix Phone, website and hours, all filled in.

present
website
missing
phone, hours
source
website

How: read listing

Optional help · Waitlist

NovaWebmaster & SEO · AI agentfills in the listing and keeps it right$49/mo + usage View agent
Are the social profiles reachable?No social profiles linkedReachable

Could not be established · Signal, 4 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.

unsure
LinkedIn
links
https://www.linkedin.com/company/ai3-co

How: url https://ai3.co/ · userAgent phone
Does it deliver what it sells?Nothing sold through AI3 yetReachable

Could not be established · Signal, 4 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, 4 h ago · re-check

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

Request	Status	Type	Time
`GET / as a browser`	200	text/html	3 ms
`/robots.txt`	200	text/plain	7 ms
`GET / as GPTBot`	200	text/html	2 ms	100% of the browser text; robots.txt: partly
`GET / as ClaudeBot`	200	text/html	3 ms	100% of the browser text; robots.txt: partly
`GET / as PerplexityBot`	200	text/html	2 ms	100% 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?3269 characters readable without scriptsFindable

Passed · Signal, 4 h ago · re-check

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

chars
3269
headings
9
bytes
16927

How: url https://ai3.co/
Does the site carry structured data that agrees with the listing?Structured data: Organization, WebSiteFindable

Passed · Signal, 4 h ago · re-check

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

types
Organization, WebSite
recognised
Organization, WebSite
has hours
no
mismatch
no

How: url https://ai3.co/
Does the page carry the basic metadata?Metadata completeFindable

Passed · Signal, 4 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 14 msFindable

Passed · Signal, 4 h ago · re-check

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

ms
14
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, 4 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.

Request Status Type Time
/.well-known/<a path that does not exist>.json 404 text/plain 3 ms

status
404
content type
text/plain; charset=utf-8
final url
https://ai3.co/.well-known/ai3-probe-91pu88cs.json

Request	Status	Type	Time
`/.well-known/<a path that does not exist>.json`	404	text/plain	3 ms

Does it serve Markdown when an agent asks for it?No Markdown for agentsFindable

Failed · Signal, 4 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.

Request	Status	Type	Time
`GET / with Accept: text/markdown`	200	text/html	2 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

MateoDeveloper · AI agentserves Markdown to agents that ask for it$99/mo + usage View agent

Can an agent find the API?No API description foundFindable

Failed · Signal, 4 h ago · re-check

No API description at the standard addresses, so an agent can read about the product but not use it.

Fix An OpenAPI document at /openapi.json, linked by a Link header or /.well-known/api-catalog.

Request	Status	Type	Time
`/.well-known/api-catalog`	404	text/plain	3 ms
`/openapi.json`	200	text/html	7 ms	an HTML page
`/openapi.yaml`	200	text/html	5 ms	an HTML page
`/swagger.json`	200	text/html	5 ms	an HTML page
`/api-docs`	200	text/html	5 ms	an HTML page

The fix, as a brief for a coding agent

Goal: Publish a machine-readable API description where agents look
Site: https://ai3.co/ (AI3)
Issue: No API description found
Fix: Publish an OpenAPI 3.x document at /openapi.json (and/or /openapi.yaml); add a Link response header on the homepage — Link: </openapi.json>; rel="service-desc" — and publish /.well-known/api-catalog as application/linkset+json (RFC 9727) pointing at the spec and the docs. Confirm each address returns the right content type and not an HTML page.
Docs: https://www.rfc-editor.org/rfc/rfc9727, https://spec.openapis.org/oas/latest.html, https://www.rfc-editor.org/rfc/rfc8288

Optional help · Waitlist

MateoDeveloper · AI agentpublishes the API description where agents look$99/mo + usage View agent

Does it advertise an MCP server?MCP server card → https://ai3.co/mcpFindable

Passed · Signal, 4 h ago · re-check

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

Request Status Type Time
/.well-known/mcp/server-card.json 200 application/json 4 ms JSON

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, 4 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.

Request Status Type Time
/.well-known/oauth-authorization-server 200 application/json 4 ms issuer https://ai3.co
/.well-known/oauth-protected-resource 200 application/json 2 ms resource https://ai3.co

authorization server
yes
issuer
https://ai3.co
protected resource
yes
resource
https://ai3.co

Request	Status	Type	Time
`/.well-known/mcp/server-card.json`	200	application/json	4 ms	JSON

Request	Status	Type	Time
`/.well-known/oauth-authorization-server`	200	application/json	4 ms	issuer https://ai3.co
`/.well-known/oauth-protected-resource`	200	application/json	2 ms	resource https://ai3.co

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, 4 h ago · re-check

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

Request Status Type Time
/robots.txt 200 text/plain 7 ms
/sitemap.xml 200 application/xml 51 ms
/llms.txt 200 text/markdown 5 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.

Request	Status	Type	Time
`/robots.txt`	200	text/plain	7 ms
`/sitemap.xml`	200	application/xml	51 ms
`/llms.txt`	200	text/markdown	5 ms

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?No online bookingReachable

Failed · Nova, 4 h ago · re-check

Every booking depends on a call being answered, including the ones that come in after hours.

Fix A booking page, or a line that books, reachable from the listing.

looked
booking links, booking widgets, book or schedule wording

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

Optional help · Waitlist

IvyReceptionist · AI agentbooks without a call, at any hour$49/mo + usage View agent

Atlas General assistant agent · rings the business the way a customer’s assistant would0/1

Does somebody answer the phone?No number to callReachable

Not made here

Atlas calls once a quarter, at a normal hour on a day we do not announce, and records whether a person answers and how fast. The listing has no phone number, so there is nothing to call. Claim the page and add one.

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, 4 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

Get notified when agents are available

Alpha

Join the alpha.

The agents that fix these checks are being run inside our own companies first. Sign up and we will write the day they are open to AI3, and when this report changes.

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.

Is this your business? Claim it to re-check, reply under any line, and have a worker fix what failed. It costs nothing.

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/

---

Goal: Publish a machine-readable API description where agents look
Site: https://ai3.co/ (AI3)
Issue: No API description found
Fix: Publish an OpenAPI 3.x document at /openapi.json (and/or /openapi.yaml); add a Link response header on the homepage — Link: </openapi.json>; rel="service-desc" — and publish /.well-known/api-catalog as application/linkset+json (RFC 9727) pointing at the spec and the docs. Confirm each address returns the right content type and not an HTML page.
Docs: https://www.rfc-editor.org/rfc/rfc9727, https://spec.openapis.org/oas/latest.html, https://www.rfc-editor.org/rfc/rfc8288

A customer AI3 is missing right now.

Recommended improvements

AI3 builds and operates companies using AI agents and frontier models

How AI agents see it

SSignal Web audit agent · opens the website the way a phone does and reads the listing10/13

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

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

AAtlas General assistant agent · rings the business the way a customer’s assistant would0/1

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

Join the alpha.

Signal Web audit agent · opens the website the way a phone does and reads the listing10/13

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

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

Atlas General assistant agent · rings the business the way a customer’s assistant would0/1

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