AI Readiness Index

All 68 checks

AI assistants now answer the questions a search box used to. They can only quote, cite or recommend what they can actually find, read and trust — and most sites were never built with that in mind. This is the full list of what that takes: every check in the AI Readiness Index, the same list a Quick scan or a Full scan of your own site is measured against.

They're grouped into eight dimensions and weighted to 100 points, so a fix that matters more counts for more. Dimensions 1, 3 and 5 alone carry 62.0 of the 100 points — access, extraction and entity identity decide whether anything else is worth doing. The Quick scan checks the 13 marked below on a single page, free — the Full scan runs all 68 across your site, also free. Open any row for why it matters.

1 · Retrievability and rights · 20%

10 checks
Expand Check Question
AR-1.1 Can AI crawlers reach your site? Quick scan

Your robots.txt tells crawlers what they may read. One stale line, often copied from an old template, can shut out the assistants people now use to find you.

Why it matters, from somebody other than us: OpenAI — Overview of OpenAI crawlers

AR-1.2 Does your CDN let AI crawlers through? Quick scan

Even when robots.txt says yes, a firewall or bot rule can turn assistants away before they reach a page. We ask as each crawler and record what comes back.

Why it matters, from somebody other than us: Cloudflare — AI Crawl Control

AR-1.3 Is your page readable without a security challenge? Quick scan

A CAPTCHA or bot check on an ordinary page stops an assistant at the door. Those belong on forms and logins, not on pages anyone can read.

Why it matters, from somebody other than us: Google Search Central — HTTP status codes and network errors

AR-1.4 Have you stated what AI may do with your content? Quick scan

A machine-readable line in robots.txt saying whether AI may search, quote or train on your content. Having a stated position — any position — is the point.

Why it matters, from somebody other than us: Content Signals Policy

AR-1.5 Can a person read your AI policy? Quick scan

A few plain sentences in robots.txt saying what you permit. Journalists and lawyers read this file, and most sites say nothing in it.

Why it matters, from somebody other than us: RFC 9309 — Robots Exclusion Protocol

AR-1.6 RSL licensing document published and referenced

Machine-readable licensing terms, so an AI company can find out what you allow without emailing you first.

Why it matters, from somebody other than us: Really Simple Licensing (RSL)

AR-1.7 RSL terms propagated to feeds and schema

Licensing that travels with the content — in your feeds and your structured data, not only in one file nobody fetches.

Why it matters, from somebody other than us: Really Simple Licensing (RSL)

AR-1.8 Web Bot Auth verification configured

Verified agents get through and unsigned scrapers claiming to be them do not, because the edge checks a signature instead of trusting a user-agent string.

Why it matters, from somebody other than us: IETF — Web Bot Auth architecture

AR-1.9 Correct X-Robots-Tag on non-HTML resources

PDFs, images and JSON cannot carry a meta robots tag, so the directive has to travel in the HTTP header instead.

Why it matters, from somebody other than us: Google Search Central — Robots meta tag and X-Robots-Tag

AR-1.10 Are you allowing assistants to quote you? Quick scan

Old settings that told search engines not to show an excerpt also stop an assistant quoting your page in an answer.

Why it matters, from somebody other than us: Google Search Central — Robots meta tag and X-Robots-Tag

2 · Crawl and index hygiene · 12%

8 checks
Expand Check Question
AR-2.1 Missing pages return 404 or 410

A missing page that answers 200 OK teaches a crawler that nothing is ever missing, and spends its time on pages that are not there.

Why it matters, from somebody other than us: Google Search Central — Soft 404 errors

AR-2.2 Redirects resolve in a single hop

Every extra redirect is another chance to be dropped. One hop, straight to the destination.

Why it matters, from somebody other than us: Google Search Central — Redirects and Google Search

AR-2.3 Does this page declare its real address? Quick scan

A canonical link names the true address of a page. Without one, the same content reads as several competing pages.

Why it matters, from somebody other than us: Google Search Central — Canonicalization

AR-2.4 Faceted, calendar, and parameterized URLs are controlled

Filters and calendars can generate millions of URLs. A crawler spends its budget in there instead of on the pages you care about.

Why it matters, from somebody other than us: Google Search Central — Faceted navigation

AR-2.5 Sitemap lastmod reflects real content changes

A lastmod date should mean the content changed, not that you deployed. Once it is noise, crawlers stop trusting it.

Why it matters, from somebody other than us: Sitemaps XML protocol

AR-2.6 Sitemap index split by type, with media sitemaps

Separate sitemaps per content type turn “coverage is bad” into “coverage is bad for news,” which is a problem somebody can fix.

Why it matters, from somebody other than us: Google Search Central — Build and submit a sitemap

AR-2.7 Paginated series are coherently signaled

Page two and everything after it has to be reachable by something that does not click.

Why it matters, from somebody other than us: Google Search Central — Pagination and incremental page loading

AR-2.8 IndexNow fires on publish and update

Tell search engines the moment something changes, rather than waiting to be crawled again.

Why it matters, from somebody other than us: IndexNow documentation

3 · Rendering and extraction · 20%

8 checks
Expand Check Question
AR-3.1 Primary content is present without JavaScript

If your content only appears after JavaScript runs, a crawler that does not run it sees an empty page. This is the heaviest check in the Index.

Why it matters, from somebody other than us: Google Search Central — JavaScript SEO basics

AR-3.2 Progressive disclosure content ships in the initial HTML

Tabs and accordions are fine, as long as the text is already in the HTML before anybody clicks.

Why it matters, from somebody other than us: Google Search Central — JavaScript SEO basics

AR-3.3 Is your page structured so a machine can follow it? Quick scan

Meaningful elements rather than an undifferentiated wall of containers. It is the difference between a document and a soup of boxes.

Why it matters, from somebody other than us: W3C WAI — Page structure tutorial

AR-3.4 Do your headings tell a clear story? Quick scan

One main heading, then sub-headings in order. Assistants use headings to work out which part of a page answers a question.

Why it matters, from somebody other than us: W3C WAI — Headings

AR-3.5 Real data tables with header cells

Tuition, hours, fees, comparisons — in a real table with header cells, not an image and not a grid of divs.

Why it matters, from somebody other than us: W3C WAI — Tables tutorial

AR-3.6 Stable, human-readable anchor IDs on section headings

Stable IDs on your headings let a model cite the exact passage rather than the whole page.

Why it matters, from somebody other than us: WHATWG HTML — The id attribute

AR-3.7 Alt text on content images, empty alt on decorative

Alt text is the only text an image has. Decorative images should say so with an empty alt rather than describing themselves.

Why it matters, from somebody other than us: W3C WAI — Alt decision tree

AR-3.8 Key facts exist as HTML text, not only in images or PDFs

A fact locked inside a PDF, a scan or an infographic is a fact an assistant cannot quote.

Why it matters, from somebody other than us: W3C WAI — Images of text

4 · Alternate representations · 8%

6 checks
Expand Check Question
AR-4.1 Do you publish a guide for AI assistants? Quick scan

A file at /llms.txt listing your most important pages. It is early and cheap, and it forces a useful conversation about what actually matters on your site.

Why it matters, from somebody other than us: The llms.txt proposal

AR-4.2 /llms-full.txt where full-text inclusion is appropriate

The expanded variant, with the text inline. Worth it when your content is small enough to ship whole.

Why it matters, from somebody other than us: The llms.txt proposal

AR-4.3 Markdown companion for every canonical page

A clean Markdown version of each page: none of the navigation, none of the markup a model has to wade through to reach your words.

Why it matters, from somebody other than us: RFC 7763 — The text/markdown media type

AR-4.4 link rel=alternate advertises the Markdown version

Publishing the Markdown is not enough. The HTML page has to point at it, or nothing will ever find it.

Why it matters, from somebody other than us: RFC 8288 — Web Linking

AR-4.5 Accept: text/markdown content negotiation

Ask the same URL for Markdown and get Markdown back. One address, two representations, no second set of links to maintain.

Why it matters, from somebody other than us: RFC 9110 — HTTP Semantics, content negotiation

AR-4.6 Alternate representations are edge-cached

Generated representations should come from the CDN. Otherwise every request rebuilds them at origin, and you will turn them off when the bill arrives.

Why it matters, from somebody other than us: Cloudflare — Cache concepts

5 · Structured data and the entity graph · 22%

12 checks
Expand Check Question
AR-5.1 JSON-LD is generated from mapped fields, not hardcoded

Schema generated from your content model survives the next content change. Hardcoded schema rots quietly and nobody notices for a year.

Why it matters, from somebody other than us: Google Search Central — Introduction to structured data

AR-5.2 Can a machine tell what your organization is? Quick scan

Structured data that links together — your organization, your site, this page — rather than a scattering of disconnected labels.

Why it matters, from somebody other than us: JSON-LD

AR-5.3 Can a machine be certain it is you? Quick scan

Links from your markup to authoritative records like Wikidata or ROR. Without one, an assistant is guessing which organization of your name it has found.

Why it matters, from somebody other than us: Schema.org — sameAs

AR-5.4 BreadcrumbList on every page below the homepage

Every page below the homepage should declare where it sits, so a model knows a program page belongs to a department.

Why it matters, from somebody other than us: Google Search Central — Breadcrumb structured data

AR-5.5 Vertical-specific schema types

Use the types that match what you actually publish — courses, programs, clinicians, grants — rather than a generic WebPage on everything.

Why it matters, from somebody other than us: Google Search Central — Structured data gallery

AR-5.6 FAQPage and QAPage on genuine question-and-answer content

Mark up real questions and answers. Do not invent an FAQ block that is not on the page: fabricated markup is a policy problem, not a shortcut.

Why it matters, from somebody other than us: Google Search Central — FAQ structured data

AR-5.7 HowTo on procedural content

Steps marked as steps, so a model does not have to infer the sequence from prose and get it wrong.

Why it matters, from somebody other than us: Schema.org — HowTo

AR-5.8 speakable on summaries and ledes

Flag your own best short answer — the lede, the summary — so an assistant reads that rather than guessing at a paragraph.

Why it matters, from somebody other than us: Schema.org — speakable

AR-5.9 isAccessibleForFree, about, and mentions with entity references

Say whether the page is free to read, and link the entities it is actually about. Both are things an assistant would otherwise have to assume.

Why it matters, from somebody other than us: Schema.org — isAccessibleForFree

AR-5.10 Product, Offer, and Service with real prices

Prices and offers in markup, and current. A stale price in structured data is worse than no price at all.

Why it matters, from somebody other than us: Google Search Central — Product structured data

AR-5.11 SearchAction on the WebSite node

Expose your site search as a pattern an agent can call, instead of a box only a human can type into.

Why it matters, from somebody other than us: Google Search Central — Sitelinks search box

AR-5.12 Schema validation runs in CI

Broken markup should fail your build rather than reach production and sit there until the next audit.

Why it matters, from somebody other than us: Schema Markup Validator

6 · Authorship, provenance, freshness · 10%

8 checks
Expand Check Question
AR-6.1 Author entity pages with credentials

Authors who resolve to real people with real credentials, on pages of their own — not a name in a byline and nothing behind it.

Why it matters, from somebody other than us: Google Search Central — Creating helpful, reliable content

AR-6.2 Bylines linked to author entities

Sign substantive pages, and point the byline at the author's entity rather than repeating their name as text on every article.

Why it matters, from somebody other than us: Schema.org — author

AR-6.3 reviewedBy on YMYL content

Health, legal and financial pages should name their reviewer in the markup, not only in the design where a machine cannot see it.

Why it matters, from somebody other than us: Schema.org — reviewedBy

AR-6.4 datePublished and dateModified are accurate

A modified date that changes on every deploy is not a freshness signal. It is noise, and it costs you the trust of the real one.

Why it matters, from somebody other than us: Google Search Central — Article structured data

AR-6.5 citation markup on primary-source references

Where you cite a primary source, make the citation machine-readable so the chain from claim to evidence survives.

Why it matters, from somebody other than us: Schema.org — citation

AR-6.6 C2PA Content Credentials on original assets

Provenance that survives into the delivered file, so an image can prove where it came from after somebody else has reposted it.

Why it matters, from somebody other than us: C2PA — Content Credentials

AR-6.7 Editorial policy page referenced via publishingPrinciples

Document how your content is produced, reviewed, corrected and funded — then point at that page from your markup.

Why it matters, from somebody other than us: Schema.org — publishingPrinciples

AR-6.8 Can a machine find out who you are? Quick scan

Founding date, leadership, address, contact details, legal identifiers. Thin About pages are the most common weakness we see.

Why it matters, from somebody other than us: Schema.org — Organization

7 · Agent interfaces · 5%

9 checks
Expand Check Question
AR-7.1 NLWeb endpoint over the site's schema.org data

A natural-language endpoint over your own structured data, so an assistant can ask your site a question instead of scraping around it.

Why it matters, from somebody other than us: NLWeb

AR-7.2 NLWeb exposed as an MCP server with an ask method

The same endpoint, exposed the way agents already know how to call things.

Why it matters, from somebody other than us: Model Context Protocol

AR-7.3 Domain MCP server over real content APIs

Your course catalog, provider directory or grant database, callable as documented tools rather than scraped out of a search results page.

Why it matters, from somebody other than us: Model Context Protocol

AR-7.4 OpenAPI specification for public APIs

If you have a public API, describe it in a spec an agent can read, and version it so today's answer is still true next quarter.

Why it matters, from somebody other than us: OpenAPI Specification

AR-7.5 /.well-known/ discovery entries for agent capabilities

Put your agent capabilities where agents look for them, rather than in a URL somebody has to be told about.

Why it matters, from somebody other than us: IANA — Well-Known URIs registry

AR-7.6 Form fields carry label, name, and autocomplete

An agent filling in your form has to know what each field is for. Labels, names and autocomplete tokens are how it finds out.

Why it matters, from somebody other than us: W3C WAI — Labeling controls

AR-7.7 No captchas on browse, search, or filter interactions

Challenge the actions that need challenging. Searching and filtering are not those actions, and a captcha there ends the visit.

Why it matters, from somebody other than us: W3C — Inaccessibility of CAPTCHA

AR-7.8 Critical flows complete without JS-only interactions

Register, donate, apply, find a clinician — these should complete through ordinary form submissions and real URLs, not only through clicks.

Why it matters, from somebody other than us: W3C WAI — Forms tutorial

AR-7.9 Stable selectors on critical-flow elements

Hashed class names change on every build. An agent that found your Apply button yesterday cannot find it today.

Why it matters, from somebody other than us: WHATWG HTML — data-* attributes

8 · Measurement and instrumentation · 3%

7 checks
Expand Check Question
AR-8.1 GA4 channel group for AI assistant referrers

Traffic from ChatGPT, Perplexity, Claude and the rest lands in Direct by default, where it disappears. A channel group makes it countable.

Why it matters, from somebody other than us: Google Analytics — Default channel groups

AR-8.2 Server-side tagging captures stripped referrers

Some assistants strip the referrer before the browser sees it. Server-side tagging catches what the client-side tag cannot.

Why it matters, from somebody other than us: Google — Server-side tagging

AR-8.3 Access log retention with a queryable store

Crawler logs have to survive long enough to show a before and an after. Many hosts discard them in days.

Why it matters, from somebody other than us: Cloudflare — Logs

AR-8.4 Scheduled AI crawler activity report

Watch crawler behavior continuously rather than auditing it once. A crawler that stops appearing usually means somebody reintroduced a block.

Why it matters, from somebody other than us: Google Search Console — Crawl stats report

AR-8.5 Fixed prompt panel run monthly across models

Ask the same questions of the same models every month. It is the only way to see whether your share of the answers is moving.

Why it matters, from somebody other than us: Google Search Central — AI features and your website

AR-8.6 Extraction-fidelity baseline captured

Feed your page to a model, ask it your key questions, and score the answers. Then do it again after the fixes and compare.

Why it matters, from somebody other than us: Google Search Central — AI features and your website

AR-8.7 Search Console and Bing Webmaster Tools verified

Verify both. Bing matters more than its search share suggests, because its index feeds several AI products.

Why it matters, from somebody other than us: Bing Webmaster Tools

Want to see where your own site lands? Run the Quick scan.