AI engines quote passages, not pages. A generated answer lifts a sentence or two from a source and cites it. Your headings decide whether your passage is self-contained enough to lift. That is the entire reason heading structure matters more in GEO than it did in classic SEO.
Why do headings matter more in AI search than in SEO?
A search engine ranks a URL. A generative engine retrieves a span of text, verifies it answers the question, then cites the page it came from. If your heading is Features, a retrieval system has no signal that the paragraph beneath it answers anyone's question. If the heading is a real question, the paragraph can be matched directly — and it can be quoted without the reader needing surrounding context.
What does a citation-ready heading look like?
Rewrite labels as interrogatives that match how people actually ask the question. Keep the original keyword inside the sentence so traditional rankings do not collapse.
<!-- Before: a label. Nothing to retrieve. --> <h2>Features</h2> <!-- After: a retrievable question, keyword intact. --> <h2>How does Your Company measure brand AI visibility?</h2>
Write the question the way a customer would say it out loud, not the way a specification would. "How do I check whether AI crawlers can read my site?" beats "Crawler access verification methodology".
What should the first sentence under a heading do?
Answer the question immediately, in one declarative sentence. Treat it as the sentence a machine will quote in isolation. Detail, caveats and examples belong in the sentences that follow.
A reliable test: copy that first sentence on its own and ask whether it still makes sense to someone who has not read the rest of the page. If it opens with "As we mentioned above" or "It depends", it fails the test and will not be selected.
How do I rewrite existing headings without losing rankings?
- List the pages that already get search traffic. Those headings are load-bearing.
- Keep the primary keyword, convert the surrounding wording into a question.
- Add the one-sentence answer directly under the heading, before any preamble.
- Leave URL slugs alone. Changing a heading is safe; changing a URL is a migration.
- Check that each H2 still maps to exactly one question. Split headings that cover two.
What are the common mistakes?
- Question-shaped headings with no answer underneath. The pattern is easy to copy and worthless without the answer-first sentence.
- Every heading a question. Navigation and section labels do not need it; forcing it produces awkward prose that readers bounce off.
- Burying the answer. If the direct answer is in paragraph three, a retrieval system may not reach it.
- Marketing language in the answer slot. "We are the leading provider…" is not an answer and will not be cited.
Pair this with structured data: see implementing Schema.org JSON-LD for entity disambiguation.