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AI content readiness scorer (AEO / GEO)

Paste a draft and score how likely AI answer engines like ChatGPT, Perplexity, and Google AI Overviews are to cite it - with the highest-impact fixes ranked first.

No signup requiredRuns in your browserPre-publish check

Paste your draft

Score how likely AI answer engines are to cite your content - before you publish. Runs in your browser; nothing is sent to a server.

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Quick answer: AI content readiness measures how easily answer engines like ChatGPT, Perplexity, and Google AI Overviews can extract and cite your content. The biggest levers are: a direct answer up top, question-based headings, lists and tables, concrete stats, clear definitions, short sentences, and freshness cues. This tool scores your draft against those signals before you publish.

What makes content citable by AI

SignalWhy it matters
Direct answer up topEngines quote the first clear, concise statement
Question-based headingsMap directly to the prompts users type
Lists & tablesEasy to extract as steps, points, or rows
Concrete statsSpecific data is preferentially cited
Clear definitionsAnchor the entities models reason about
Freshness cuesSignal current, reliable information

Content-level vs. site-level

This scorer evaluates the text you paste - ideal while drafting. It complements our AI Search Visibility Checker, which analyzes a live URL and your site-level signals (schema, crawlability, authority). Use this before publishing, then the visibility checker once the page is live.

How to make content citable by AI (step by step)

  1. Paste your draft to get a readiness score and ranked fixes.
  2. Lead with the answer. Put a direct, self-contained answer in the first sentence or two of each section.
  3. Use question headings that mirror the prompts people type.
  4. Add specifics and structure - stats, definitions, and lists or tables an engine can lift cleanly.
  5. Re-score and publish once the citability signals are green.

AEO vs traditional SEO

Traditional SEO optimizes a page to rank in a list of links; AEO/GEO optimizes the content to be quoted inside an AI-generated answer. They share a foundation - clear structure, accurate facts, crawlability - but AEO adds emphasis on self-contained, extractable passages. In classic SEO you can win by being comprehensive; in AEO you win by being the clearest, most quotable source for a specific question. The two reinforce each other: content built to be cited by AI also tends to earn featured snippets and better engagement in regular search.

Where AI engines source their answers

Answer engines assemble responses from two places: the model's training data, and live retrieval from the web (the citations you see in Perplexity, ChatGPT search, and AI Overviews). You can't change what a model was trained on, but you have a lot of influence over retrieval - and retrieval is where citations and referral traffic come from. Engines preferentially pull passages that directly answer the query, are dense with verifiable specifics, and sit on a crawlable, trustworthy page. Writing for that is exactly what this scorer measures.

Content mistakes that block AI citation

  • Burying the answer. If the reader has to scroll past three paragraphs of preamble, the engine won't find a clean quote.
  • Vague, padded prose. Fluff with no specifics gives the model nothing concrete to cite.
  • Walls of text. No headings, lists, or tables makes extraction hard.
  • Undefined jargon. Define the entities and terms so the model can reason about them.
  • No freshness signals. Undated, stale content loses to current sources.

Frequently asked questions

What is AEO / GEO?
Answer/Generative Engine Optimization: structuring content so AI engines can fetch, understand, and cite it - aiming to be quoted in AI answers, not just rank a link.
How do I get cited by ChatGPT or Perplexity?
Lead with a direct answer, use question headings, add stats, define terms, keep sentences short, and signal freshness.
How is this different from the AI Visibility Checker?
This scores pasted content pre-publish; the visibility checker analyzes a live URL and site-level signals. Use both.
Does schema help with AI citation?
Yes - structured data helps engines parse and trust content. This tool focuses on the writing; pair it with schema and a fast, crawlable site.
Is this tool free and private?
Yes - free, no signup, fully client-side. Your draft never leaves your browser.

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