AEO Landscape[1]Submit

Guide

Structuring Content So AI Can Quote It

Retrieval systems quote passages, not pages. That single fact should change how you write every section.

Updated 11 June 20269 min read

One fact that changes everything

Retrieval-augmented systems do not evaluate your page. They split it into chunks, embed the chunks, and score the chunks against a query. The winner is a passage, and the passage is what gets quoted.

Everything in this guide follows from that.

It means a 3,000-word masterpiece with a diffuse structure can lose to a 600-word page containing one crisp, self-contained paragraph. It means the quality of your page is, for retrieval purposes, closer to the quality of your best individual section than to the quality of the whole.

Answer first, then support

The single highest-yield change. State the answer in the first sentence or two after a heading, then elaborate.

Weak:

There are many considerations when evaluating AEO platforms, and the right choice depends on your specific circumstances, team size, and objectives. Budget is naturally a factor, as is the level of technical sophistication in your organisation. With that context in mind, entry pricing in the category currently begins around $29 per month.

Strong:

AEO platform pricing starts at about $29 per month and runs to $399 for mid-market plans, with enterprise tiers quoted custom. Which end you need depends mainly on how many prompts you must track and whether you need remediation as well as measurement.

The second version puts the extractable claim where a chunker will find it, leads with specifics, and is shorter. It also reads better, which is the recurring theme: most AEO structure advice is just good editing with a clearer reason to comply.

Headings as questions

Phrase headings the way a person would ask. ## How much do AEO tools cost? outperforms ## Pricing considerations, because it matches the semantics of the query the model rewrote.

Two cautions. Do not turn every heading into a question — a page of twelve interrogatives reads like a quiz and signals low editorial quality. And do not stuff the target phrase verbatim into headings that then fail to answer it; retrieval systems are reasonably good at detecting the mismatch, and readers are better.

A mixed hierarchy works well: descriptive h2 sections for structure, question-phrased h3 subsections where a specific query maps onto a specific answer.

Make every section self-contained

Chunk boundaries do not respect your narrative. A section beginning "As we saw above, this creates three problems" becomes, once chunked, a passage referring to something that is not there. It scores poorly and, if quoted, reads as incoherent.

Practical rules:

  • Never open a section with this, these, it, the above, or as mentioned. Name the thing.
  • Re-establish the subject briefly in each section, even at the cost of mild repetition. "AEO platform pricing" rather than "pricing".
  • Avoid cross-section pronouns entirely. Within a paragraph they are fine.
  • If a section only makes sense after the previous one, merge them.

A useful test: read any section aloud with the rest of the page covered. If you cannot tell what it is about, it will not be retrieved well.

Be specific enough to be checkable

Re-rankers reward specificity, and composition steps prefer claims they can verify. Both effects point the same way.

Replace vague constructions with concrete ones:

  • "Affordable pricing" becomes "$99 per month".
  • "Recently" becomes "in June 2026".
  • "Most teams" becomes "in the audits we reviewed, most teams" — or drop the claim.
  • "Significantly faster" becomes the number, or nothing.

The discipline here is not decoration. Hedged generalities are penalised twice: they lose the re-ranking competition to specific alternatives, and they are the first things dropped at composition because they cannot be corroborated.

This has an honest corollary. If you do not have the number, do not invent one. Fabricated specificity is worse than acknowledged vagueness, because it is the kind of claim that gets quoted, propagated, and eventually checked.

Structure that earns its keep

Definition blocks. A term, then a one-sentence definition, then elaboration. Enormously retrievable, because "what is X" is among the most common query shapes. This is why a glossary is disproportionately valuable on a technical site.

Comparison content. Genuine head-to-head structure with the criteria stated. Note that Markdown tables are frequently mangled or dropped in retrieval, so any claim you need cited should also appear in prose. Render the table for humans; write the sentence for machines.

Numbered procedures. Sequential steps chunk cleanly and match "how do I" queries well.

FAQ sections. Each pair is natively self-contained. Pair them with FAQPage structured data so the relationship is explicit rather than inferred. Keep them to questions people genuinely ask.

A summary box at the top. A two-to-four sentence direct answer before the body. It gives the chunker an ideal candidate immediately and gives readers the answer without scrolling. Every guide on this site opens with one, which is not a coincidence.

What actively hurts

Burying the answer. The classic recipe-blog pattern — 900 words of preamble before the substance — is close to maximally hostile to retrieval.

Walls of undifferentiated text. Without headings, chunk boundaries fall arbitrarily and every resulting passage is mediocre.

Duplicated coverage across URLs. Four pages half-covering a topic hand the re-ranker four weak candidates. One page covering it properly gives it one strong one. Consolidate.

Content only in images or PDFs. Chart images with the finding rendered as pixels are invisible. Put the finding in the caption and the surrounding prose.

Undated content. For anything with a temporal dimension — pricing, tool comparisons, "best X in 2026" — a visible publication and update date materially affects whether fresh-preferring engines will use you.

A revision pass you can run today

Take your highest-value page and:

  1. Add a two-to-four sentence direct answer immediately after the h1.
  2. Rewrite every h2 and h3 so it states or asks something specific.
  3. Delete every section-opening back-reference and name the subject instead.
  4. Replace the three vaguest quantitative claims with numbers, or remove them.
  5. Add a dateline showing published and last-updated.
  6. Add an FAQ block of three to five real questions with FAQPage markup.
  7. Find the pages that overlap this one and either merge or clearly differentiate them.

That sequence takes an hour or two per page and reliably outperforms writing a new page from scratch — because you are improving something that already has whatever authority it has accumulated, rather than starting a new URL at zero.

Further reading

Schema Markup for AI Search covers the structured-data half of this work. How AI Assistants Choose What to Cite explains the re-ranking stage these techniques target.

Frequently asked

[1]How long should a section be?
Long enough to answer its heading completely and short enough to be lifted whole, which in practice means roughly 50 to 150 words. Sections much longer than that get split mid-argument by chunking; much shorter and they lack the context to stand alone.
[2]Does this make content worse for human readers?
Done badly, yes. Done well, no. Answer-first structure and self-contained sections are the same advice technical editors have given for decades, because scanning readers behave much like retrieval systems. The failure mode to avoid is robotic repetition of the target question in every heading.
[3]Should I add an FAQ section to every page?
Only where there are genuinely distinct follow-up questions. FAQ blocks work because each entry is a self-contained question-and-answer pair, which is ideal for retrieval. They stop working when padded with questions nobody asks.
[4]Do bullet lists help or hurt?
They help for enumerable content and hurt when they replace reasoning. A list of five items with no connective argument gives a retrieval system five fragments and no claim. Use prose for the claim, lists for the enumeration.