How to Structure Content So LLMs Actually Cite It
The concrete formatting, structure, and semantic patterns that make a page legible - and citable - to AI answer engines.
Traditional SEO optimizes for a ranking algorithm that returns a list of links. AEO optimizes for something different: a language model that reads your page, decides whether it's a trustworthy source, and either quotes it directly or ignores it entirely. That's a much higher bar than "appear on page one," and it rewards a different set of habits.
Here's what we've seen consistently move the needle across the audits we've run.
Answer the question in the first two sentences
LLMs don't reward buildup. If your page opens with three paragraphs of scene-setting before it gets to the point, a model summarizing the page has to work to extract the answer - and it often just doesn't. Put the direct answer to the implied question at the top, then use the rest of the page to support and expand it.
Use real headings, not vibes
Semantic HTML (h1–h3, proper <ul>/<ol>, <table>) gives a model - and the crawler feeding its retrieval index - clean structural signal about what's a claim, what's a sub-point, and what's supporting detail. A wall of <div>s with CSS-only styling looks fine to a human and is nearly invisible structurally to a parser.
Make claims self-contained
A model pulling a sentence out of your page to answer a user's question doesn't carry your page's context with it. Sentences like "as mentioned above, this approach is better" fail outside their original paragraph. Write claims that stand alone: state the subject, the claim, and the qualifier in the same sentence.
Front-load specificity
"Studies show this can improve performance" is unciteable - there's no number, source, or scope to quote. "In our audit of 60 SaaS marketing pages, adding FAQ schema increased citation rate in Perplexity by 22%" is citable, because it's specific enough to be worth repeating verbatim.
Structured data still matters - arguably more
FAQPage, HowTo, and Article schema don't just help traditional search snippets. They give answer engines a machine-readable shortcut to your page's question/answer pairs, which is exactly the shape most AI queries take. If you already write in Q&A format, marking it up costs little and adds a second path into the model's retrieval.
Don't bury the lede in JavaScript
If your content only renders after client-side JS executes, you're gambling on whether the crawler behind a given answer engine executes JS at all (many still don't, or do so selectively). Server-rendered or statically generated content is the safe default for anything you want cited.
What this doesn't mean
None of this means writing for robots at the expense of humans. The pages that perform best in both traditional and AI search are simply well-organized, specific, and honest about what they claim - which was good writing advice long before LLMs existed. AEO doesn't replace good content strategy; it just raises the cost of skipping it.