AI Readiness Audit

What machines see

vs

what you think they see

Signal Strategy · Diagnostic

Scan any page and see how readable, accessible, and usable its content is for modern AI and search systems. The goal is clarity, crawlability, and attribution, not predictions about rankings or guaranteed inclusion.

This scanner checks static signals like crawlability, content structure, structured data, and attribution. It does not determine AI eligibility or ranking.

What gets scored

Four balanced pillars

0-100 total

FINDABILITY

25 pts

Can machines locate and surface this page.

Crawlability means whether search engines and AI systems can access and read your page. Indexability means whether your page is allowed to appear in search results. A snippet is the short preview of your page that shows up in search results.

INTERPRETATION

25 pts

Can machines correctly interpret what this page is about.

Content structure is how your page is organized — headings, paragraphs, and sections. Thin content means the page doesn’t have enough useful information to be clearly understood or reused.

ATTRIBUTION

25 pts

Can machines connect this page to a known source.

Cross-platform presence means how well your content and identity show up beyond your own website, such as connections to profiles or mentions on other platforms. Publisher signals are the clues that tell machines who created this content. This includes things like your site name, logo, and links to your official profiles. Author identity is how clearly a page shows who wrote it and who that person is.

DELIVERY

25 pts

Can machines retrieve and process this page efficiently.

Structured data is extra code on your page that explains your content in a way machines can easily understand. Think of it as labels that tell machines: this is the title, this is the author, this is the publisher. sameAs links are links that connect your site or author to your official profiles on other platforms, like LinkedIn or Twitter.