What is Passage Audit?

Score every passage on your page for AI retrievability. Catches thin copy that disappears when an AI chunks the page.

Is Passage Audit free?

Yes. Free, no signup, no ads, no data collection. Runs entirely in your browser.

Does Passage Audit upload my data?

No. All processing happens client-side in your browser. Nothing is uploaded to a server.

Who built Passage Audit?

Kesava (https://iamkesava.com), part of the Kami Studios little tools collection at https://tools.iamkesava.com.

What is Passage Audit?

Score every passage on your page for AI retrievability. Catches thin copy that disappears when an AI chunks the page.

Is Passage Audit free?

Yes. Free, no signup, no ads, no data collection. Runs entirely in your browser.

Does Passage Audit upload my data?

No. All processing happens client-side in your browser. Nothing is uploaded to a server.

Who built Passage Audit?

Kesava (https://iamkesava.com), part of the Kami Studios little tools collection at https://tools.iamkesava.com.

What is a passage audit?

Modern AI search (Google AI Overviews, Perplexity, ChatGPT) retrieves content at the passage level — individual paragraphs or sentences, not whole pages. A passage audit scores each passage on your page for how retrievable and citable it is by those systems.

What signals does the audit score?

Specificity (does the passage make a concrete claim?), entity density, question-answer structure, length (too short or too long), and whether the passage can stand alone without surrounding context.

How do I use the results?

Passages marked red are thin, generic, or context-dependent. Rewrite them to be specific, self-contained, and factual. Passages marked green are already passage-retrieval-ready.

What URL or input does the tool accept?

Paste any block of text or a URL. For URL input, the tool fetches and extracts the main content before scoring.

Passage Audit

See which passages on your page disappear when AI chunks it.

Paste HTML or Markdown

About this tool

What is a passage audit?: Modern AI search (Google AI Overviews, Perplexity, ChatGPT) retrieves content at the passage level — individual paragraphs or sentences, not whole pages. A passage audit scores each passage on your page for how retrievable and citable it is by those systems.
What signals does the audit score?: Specificity (does the passage make a concrete claim?), entity density, question-answer structure, length (too short or too long), and whether the passage can stand alone without surrounding context.
How do I use the results?: Passages marked red are thin, generic, or context-dependent. Rewrite them to be specific, self-contained, and factual. Passages marked green are already passage-retrieval-ready.
What URL or input does the tool accept?: Paste any block of text or a URL. For URL input, the tool fetches and extracts the main content before scoring.

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