Is your website ready for AI agents?
Your site has a
third audience.
Most sites turn them away at the front door. You never find out, because a page that fails an agent still looks perfectly fine to you.
Find out what yours does.
Free AI agent readiness audit. No email. Eight checks in 15 seconds.
What your site was built for
- Humans Your site: built layout · accessibility · brand
- Search engines Your site: maybe sitemaps · schema · meta tags
- AI agents Your site: nothing discovery · readability · interaction
How ready is the web?
Most sites are not ready.
We scan public URLs against the same deterministic rubric. Here is what we have found so far.
Sites scanned
3,567
Checks per scan
31
Average score
53/100
Most failed checks
- Agent discoverability 99%
- Agent readability 96%
- Agent interaction 94%
By outcome
Does SEO cover this?
Google reads you. Agents might not.
Search crawlers render JavaScript. The crawlers behind ChatGPT, Claude and Perplexity do not. Your rankings were earned by a machine that reads your site differently.
42%
of JavaScript-rendered content never gets indexed by AI systems
Learn more at Onely, February 2026, opens in a new tab#1
on Google and still invisible to ChatGPT, Claude and Perplexity
Learn more at Vercel and MERJ, opens in a new tab57.5%
of all web traffic is now machines, not humans
Learn more at Cloudflare, June 2026, opens in a new tabWhat do we check?
Agents ask four different questions.
Finding you, reading you, and acting on your site are three separate problems. A fourth watches what the engines say about you afterwards.
15Checks
Discovery
Can an agent find you and understand what you offer?
16Checks
Readability
Can an agent read your content without guessing?
13Checks
Interaction
Can an agent complete a task on your site?
6Checks
Representation
Can an agent describe you accurately, month after month?
What do we fix?
We hand you the fix,
with the finding.
Every failed check has a fix, and the crawl already gathered what the fix needs. So we fix it for you.
Deployable files
written from your crawl
Code patches
matched to your stack
Written instructions
where a human has to decide
What does it cost?
You just stop being remembered.
The agent reads what it can, answers with whatever it found, and moves on.
The answer goes to someone else
An agent recommends whoever it could read. There is no second page of results to be on.
Wrong answers, your name on them
Stale structured data and unreadable pages mean an agent quotes a price or a claim you retired years ago.
No way to catch up later
The months an agent skipped you are gone. Unlike ads, there is nothing to switch back on.
Isn't this just SEO?
Others tell you what is wrong.
Most tools watch whether AI mentions your brand. Nobody checks whether an agent can use your site once it arrives, and nobody hands you the fix.
| Tool | What it measures | What it leaves you with |
|---|---|---|
| Lighthouse | Four agentic checks, pass or fail | A pass rate, no score, nothing to act on |
| Ahrefs | Whether AI mentions your brand | A visibility number, and no reason for it |
| Semrush | Mentions and sentiment, on simulated prompts | A dashboard your developers cannot use |
| Code4X | Whether an agent can find, read and use your site | A score, the evidence behind it, and the files that fix it |
Where do we start?
Three ways in.
Every engagement starts the same way. A scan, then a conversation with an engineer.
One-off
Full audit
Every dimension scored, evidence for each lost point, the generated fix files, and an MCP connection to query it all.
from $4,500
Delivered in 5 working days
Most common
Retainer
Monthly re-audit on the same rubric, before and after deltas, and drift monitoring as the standards move.
from $1,800/mo
Rolling, three-month minimum
Premium
Live agent testing
A real agent driven through your key flows, with a record of where it succeeded and where it stalled.
from $6,000
Scoped per site
Start here
Free scan
Fifteen seconds, no email. You will know whether any of the above is worth a conversation.
Explore more
Guides, tools & resources
Everything you need to understand and implement AI visibility — ten technical guides, eight free tools, deep research blogs, and resources to keep you current as standards evolve.
Technical guides
Start with the first four guides below — they cover the failures that account for most audits.
llms.txt
What it is, what the file looks like, and the honest state of the evidence.
Tier 1AI crawlers & robots.txt
Block training, allow citations. Template for 13 named agents.
Tier 1JavaScript & AI crawlers
Most AI crawlers never run JavaScript. How to check and fix it.
Tier 1Content negotiation
Serve markdown instead of HTML — cuts reading cost by 80-99%.
Tier 2Schema drift
When structured data contradicts your visible page.
Tier 2Lighthouse agentic browsing
What Google's experimental audit scores and what it skips.
Tier 2WebMCP
Let sites expose callable tools to agents. Adoption is near zero.
CategoryGoogle AI Overviews
What actually influences inclusion, and why there is no schema.
Concepts & comparisons
AEO without the hype
What Answer Engine Optimization is, what works, and what is oversold.
AEO vs GEO vs SEO
They describe the same discipline. Why the naming fight exists.
Agency vs in-house
Where an AEO agency ends and where engineering needs to begin.
For engineering leaders
Why this matters to your stack and who needs to be involved.
Tools & reference
Readiness scan
Eight checks in 15 seconds, no email. Every result is verifiable.
FreeEight free tools
Generators, calculators, and utilities for AEO implementation.
ArticlesBlogs & research
Technical investigations into AI search, self-audits, and crawler behaviour.
ReferenceGlossary
27 terms defined plainly: agent readiness, AEO, GEO, WebMCP and more.
ReferenceFAQ
Twenty direct answers on audits, pricing, and what is genuinely contested.
ReferenceAll 55 checks
The complete rubric: every dimension, every check, every layer.
ReferenceResources & index
A living tracker of standards, benchmarks, and drift log.
Services & proof
Services & pricing
Four ways to work with us, from free scans to monthly retainers.
Our own score
Our site audited hourly, including the two checks we fail.
Case studies
We launched in 2026. Real case studies will go here as we grow.
MCP delivery
Query your audit via the Model Context Protocol. Agent-native reporting.