Why should I care about AI citation?

Buyers are shifting from Google search to asking ChatGPT and Perplexity directly. If your page gets cited, you get the lead without ever ranking. If your page is invisible to AI assistants, you lose that traffic entirely. Citation readiness is 2026 SEO.

Yes. Pages scoring 90 or above see the full report on screen with no signup. Pages scoring below 90 see the top three failing checks free, and the rest unlock with your email. Rate-limited to 5 checks per IP per day because Claude API calls cost real money. No retargeting pixel. No third-party trackers.

AI Readability Checker

Q: What checks does the tool run?

Eight checks: H1 clarity, question-answer format, direct-answer density, entity consistency, schema markup, list and table density, heading hierarchy, and paragraph scanability. Each check returns pass, warn or fail with the specific finding on your page and the exact fix to apply.

Q: How is the score calculated?

Each of the eight checks returns a 0 to 100 score. The composite is a weighted average: direct-answer density 20%, H1 clarity 15%, question-answer format 15%, schema markup 15%, entity consistency 10%, list and table density 10%, heading hierarchy 8%, paragraph scanability 7%. Verdict thresholds: 90+ excellent, 80 to 89 strong, 65 to 79 moderate, 45 to 64 weak, below 45 poor.

Paste a URL. In 30 seconds you get a 0 to 100 citation readiness score for ChatGPT, Claude, Perplexity, Gemini, Grok, DeepSeek and Copilot plus 8 specific checks (H1 clarity, question-answer format, direct-answer density, entity consistency, schema markup, lists, hierarchy and scanability) with the exact fix per check. Powered by Claude Sonnet 4.6.

About the Tool

What this tool does.

An AI readability checker scores whether your content is answer-ready for ChatGPT, Claude, Perplexity, Gemini and the rest of the AI assistants that increasingly answer buyer questions in 2026.

Most SEO still optimizes for Google ranking. In 2026 a page can rank #1 on Google and still never get cited by ChatGPT, because the structure does not match how AI systems extract answers. AI assistants pull answers from pages that are structured a specific way: clear H1, question-answer format, direct answers in the first sentence of each section, consistent entity naming, schema that reinforces the content, lists and tables for enumerable facts, logical heading hierarchy, scannable paragraphs. This tool checks all 8 signals against the live page and scores you 0 to 100.

Each failing or warning check comes with a specific fix (rewrite H1 to include the primary question, add a Q&A section with 3+ pairs, increase direct-answer density from 22% to 40%, consolidate "AI SEO" spellings, add FAQPage schema). Apply the fixes, re-run the check, watch the score climb and your AI assistant mentions multiply. Aim for 85+ on every important page.

8 structural checks, instant score.

Real URL fetch. 1 Claude analysis call.

H1 Clarity15%
Question-Answer Format15%
Direct-Answer Density20%
Entity Consistency10%
Schema Markup15%
List + Table Density10%
Heading Hierarchy8%
Paragraph Scanability7%

FAQ

Frequently Asked Questions.

What is AI citation readiness?

AI citation readiness is how likely ChatGPT, Claude, Perplexity, Gemini, Grok, DeepSeek and Copilot are to quote your page when a user asks a relevant question. In 2026, being cited by an AI assistant is often more valuable than ranking in Google because the user gets the answer with your business name attached, no click needed. This tool scores how answer-ready your content is on a 0 to 100 scale.

What checks does the tool run?

Eight structural checks AI assistants use to decide what to cite: H1 clarity, question-answer format, direct-answer density, entity consistency, schema markup, list and table density, heading hierarchy, and paragraph scanability. Each returns pass, warn or fail with the specific finding on your page and the exact fix.

How is the composite score calculated?

Weighted average across the 8 checks. Direct-answer density 20%, H1 clarity 15%, question-answer format 15%, schema markup 15%, entity consistency 10%, list and table density 10%, heading hierarchy 8%, paragraph scanability 7%. Verdict thresholds: 90+ excellent, 80 to 89 strong, 65 to 79 moderate, 45 to 64 weak, below 45 poor.

Why 90 as the threshold for the full report?

Pages scoring 90 or above are already answer-ready. Showing them the full report costs us nothing because they are not the lead. Pages below 90 have real work to do, and the full breakdown is where the value is. We ask for your email on those because the detailed report helps us keep in touch and because Claude API calls cost real money.

What is direct-answer density?

The percentage of body sentences that would stand alone as a quotable fact or answer, versus preamble, context-setting or marketing fluff. AI assistants extract direct answers. If your body opens with "In today's fast-paced digital landscape..." before getting to the point, you are failing this check. Pages scoring 85+ on density open each section with the answer, then support it.

Why does entity consistency matter?

AI assistants build an entity graph from your page. If "Middle Mann", "MiddleMann" and "Middle-Mann" all appear on the same page, the assistant treats them as separate entities and your authority gets diluted. Pick one canonical spelling per entity and use it everywhere.

What AI model powers the analysis?

Anthropic Claude Sonnet 4.6, grounded in a knowledge base covering AI assistant citation patterns across ChatGPT, Claude, Perplexity, Gemini, Grok, DeepSeek and Copilot. The same seed URL returns consistent scores across runs because the checks are deterministic (either you have a FAQ section or you do not).

What else does Middle Mann build?

A full AI SEO and GEO service that fixes every check this tool surfaces, across the whole site. Custom AI agents and chatbots. Content automation pipelines. Custom websites and web apps. Virtual data rooms. Hand-crafted, custom code the client owns outright. Phoenix-based, worldwide remote.

From the Blog

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AI Readability Checker

What this tool does.