The short version
- Nobody can predict AI citations. Any tool claiming to is guessing — treat the claim as a signal about the vendor.
- What you can control is structure: a stated topic, descriptive headings, direct answers, explicit naming, visible expertise.
- An extraction system has no patience and no context. It takes the passage nearest the question and moves on.
- None of this is exotic. It is clear writing, and it helps human readers before it helps any machine.
- Score a page on eight structural dimensions — structure feedback, not a ranking claim.
The honest limitation, first
There is a large and growing market in tools that claim to optimise your content for AI search, predict AI visibility, or score your “AI ranking potential”. Those claims cannot be substantiated. The systems in question are closed, they publish no criteria, they change without notice, and there is no API anywhere that answers “will you cite this page?”
So a score claiming to predict citation is a number generated from proxies and presented as a measurement. Sometimes the proxies are sensible. The presentation is still dishonest, and it matters because it sets people chasing a metric that has no external referent.
What can be checked is whether your content has structural properties that make it easy to extract from. That is a real, testable question about your page, and the properties are the same ones that make a page easy to read.
Nobody can sell you a citation. What is for sale, honestly, is content clear enough that being cited becomes possible.
Why structure matters more than it used to
A human reader skims. They scroll past the throat-clearing, notice a heading that looks relevant, read three paragraphs, and reconstruct your meaning from fragments. Human readers are remarkably tolerant of badly organised writing.
A system extracting an answer is not. It has no patience and no accumulated context. It finds the passage nearest to the question and takes it. If your answer sits three paragraphs into a section, after two paragraphs of preamble, the preamble is what gets taken — and you are misquoted rather than skipped, which is worse.
There is a second effect worth naming. Content that is easy to extract is content that people can skim faster too, which improves the human experience at the same time. This is unusually convenient: the optimisation and the good practice are the same thing, which is not true of most SEO advice.
The eight properties
1. Topic clarity
State what the page is about in the first paragraph, in ordinary words, using the terms somebody would actually search. Not a scene-setting anecdote, not a paragraph about how the industry is changing. The subject, plainly, before anything else.
2. Heading structure
One H1, H2s beneath it, H3s beneath those, no skipped levels. The heading hierarchy is the document's outline, and it is the primary map anything reading your page uses to decide which section answers which question.
3. Direct answers
The sentence immediately under a heading should answer what the heading implies. If the heading asks “How long should a title tag be?”, the next sentence says “50 to 60 characters” — and then explains. Answer first, elaborate second. This is the single highest-leverage change on this list.
4. Entity clarity
Name things explicitly instead of leaning on “it”, “this” and “the above”. A passage extracted from the middle of your page arrives without its neighbours, and every unresolved pronoun in it becomes a gap the reader cannot fill.
5. Expertise signals
A named author, a real role, evidence of relevant experience, a date. Anonymous content has no basis for being trusted over the other four hundred pages on the same subject, and increasingly the systems selecting sources treat it accordingly.
6. Question coverage
Real questions asked in the words people use, answered in a sentence or two. An FAQ section is the obvious form, and headings phrased as questions work just as well within the body. This is what makes a page usable by anything answering a question rather than summarising a document.
7. Structured formatting
Lists where the content is a list, tables where it is a comparison, short paragraphs. Structure is a signal about the shape of the information, not just typography, and a wall of undifferentiated prose hides its own organisation.
8. Internal linking
Contextual links with descriptive anchor text, pointing at pages that genuinely elaborate what you just mentioned. This establishes that your page belongs to a body of related work rather than existing alone.
Free tool · Structure feedback, not a ranking claim
Score the structure, not the vibes
Eight dimensions — topic clarity, heading structure, direct answers, entity clarity, expertise signals, question coverage, formatting and internal linking — each reporting what it found and what would improve it.
What this looks like in practice
A how-to article
State the outcome in the first paragraph. Numbered steps as headings. Each step answered directly beneath its heading before any explanation. The version that scores well here is also the version somebody can follow while holding a phone in one hand.
A service page
What you do, for whom, and what it costs to start — in text, high on the page. Most service pages open with a value statement that could describe any company in any industry, which is precisely the content that cannot be extracted because it says nothing specific.
A comparison
A table, with the criteria as rows. Then a plain recommendation: “choose A when X, choose B when Y”. Comparisons that carefully avoid concluding anything are useless to a reader and unquotable by anything else.
A pricing page
Actual numbers, or an honest range with what drives it. “Contact us for pricing” is unextractable by design, and the extraction problem is the least of what it costs you — a large share of buyers simply leave.
Use these together
- SEO Page Checker — Check any live page for title, description, headings, canonical, robots, alt text and internal links.
- Meta Tag Generator — Generate title, description, canonical, robots, Open Graph and Twitter card tags with live length checks.
- CTA Checker — Find out whether your page actually asks for the sale, and whether the wording is specific enough to act on.
- The full set of twelve — free, no signup, and for nine of them nothing you type leaves your browser.
Why use a checker that refuses to promise
The AI content readiness checker scores those eight dimensions and tells you what it found in each, alongside what would improve it. Your strengths are listed with the gaps, because a page that already does five of the eight well needs to know which three to work on, not a lecture on all eight.
Each dimension is a rule you could check by hand: does the first paragraph name the topic? Do headings skip levels? Does the sentence under each heading answer it? The tool does it quickly and consistently, which is the entire value — there is no secret algorithm and no proprietary insight, and it says so.
What it will not do is tell you whether ChatGPT or AI Overviews will cite your page, because that is unknowable and claiming otherwise would be a lie that happens to sell well. It also will not score you on word count, because padding a thin page to hit a target makes it worse and there is no length that is correct.
It runs on a URL or on pasted content, needs no account, and stores nothing.
Where to start
- Take your best-performing page — the one that already gets traffic. Improving what people reach beats improving what they do not.
- Read the first paragraph. Does it name the subject in the words somebody would search? If not, rewrite that paragraph and nothing else, then look again in a month.
- Read every heading in order, ignoring the body. If the outline does not tell the story on its own, the headings are decorative.
- Check the sentence under each heading. Move the answer up. This is usually cut-and-paste rather than writing.
- Add the author and the date if they are missing. Two minutes.
- Then run the checker and work on whichever dimensions are weakest. Structure changes are almost always faster than rewriting.
One dependency worth confirming before any of this: your content has to actually be in the HTML your server returns. Most AI crawlers do not execute JavaScript, so a client-rendered page gives them nothing to structure. No amount of clear writing survives never being delivered.
FAQ
Can any tool tell me whether ChatGPT will cite my page?
No, and any tool claiming to is not being straight with you. Those systems are closed, undocumented and constantly changing, and there is no public interface that answers the question. What can be measured is whether your content has the structural qualities that make extraction possible.
Is this the same as SEO?
It overlaps and is not the same. Classic SEO cares about titles, canonicals, indexability and links — that is what the SEO page checker handles. This looks at whether the content itself is written and structured to be understood and quoted. A page can pass one and fail the other.
How long should content be to score well?
There is no target length and length is not scored directly. Very short content tends to score lower because it has less room to state a topic, structure headings and answer questions — but padding a thin page to reach a word count makes it worse on every dimension that matters.
Does structured data help?
It helps machines identify what a page is about with less guessing, and FAQ and Article schema are cheap to add. It is not a substitute for the content being clear. Schema describing a badly structured page just describes a badly structured page accurately.
Will writing this way make my content worse for humans?
No, and that is the useful part. Stating your topic early, using headings that describe their sections, answering the question directly and naming things explicitly are all things good editors have asked for since long before any of this. The machine-readability is a side effect of clarity.