Why structure beats content

AI extractors prefer compact, structured blocks they can quote verbatim. A page with the same facts but no structure forces the AI to summarise rather than cite — and summarisation hides your URL.

We have measured this across hundreds of pages. Two pages with identical information, one structured under the four-layer recipe, one freestyled. The structured page outcites the freestyle page by 3-7× across ChatGPT, Perplexity and Google AI Overviews.

The recipe is universal — it works for legal pages, SaaS landing pages, e-commerce buyer guides, healthcare service pages. Below is the version we deploy on every Answerly engagement.

Layer 1 — Hero (≤3 sentences)

Two or three sentences that make a human want to keep reading. Not a duplicate of the intro. Not SEO copy. The hero is where you sound like a human.

Why it works: AI extractors usually do not quote the hero. The hero is for the human. But a weak hero kills click-through — you lose the buyer before they hit the cite-able blocks.

Layer 2 — Intro block (no H2)

A paragraph that names what the page is about in X-is-Y form, plus the regulator (if any), license / service types, target audience, advantages, timeline, cost.

Why it works: AI systems lift this block whole when answering “what is X?” prompts. Look at our Starter service page — the X-is-Y line “Starter is a three-month AI-visibility audit that establishes a measurable baseline…” is exactly the block ChatGPT quotes for “what is an AEO audit”.

Layer 3 — Quick Facts table (≥5 rows)

Parameter / Value, at least five rows. Mandatory on every priority page. Even if your data is thin, fill it.

Why it works: AI systems quote table rows verbatim into answers. Quick Facts is structurally easy for an LLM to extract because each row is self-contained. We have seen Perplexity reproduce three rows of a Quick Facts table line-for-line in a single answer with a citation back to the source.

If your facts are not tabular elsewhere, this is where to compress them.

Layer 4 — H2 sections with question form

Each H2 is the user’s question — ending in ”?”. The first sentence of the section directly answers the question in plain language. Everything after the first sentence is depth.

Why it works: AI extractors map prompts to sections by H2 match. A section titled “How long until results?” is immediately surfaced for the prompt “how long until I see results from AEO”. The first-sentence answer becomes the direct citation.

Two more rules:

  • Adjacent H2s must not conflict in intent. “How long until results?” followed by “What’s the timeline?” is duplicate intent.
  • Never use “this/that/it” when you can name the entity. “It typically takes…” loses to “AI Overview placements typically take…” every time.

The FAQ block

Bottom of every priority page. Each item:

  • Question — phrased the way a real user types it.
  • Direct answer ≤ 30 words — single concrete sentence.
  • Optional 2-3 sentence depth — context, conditions, numbers.

The 30-word rule is the one most teams break and the one that costs them citations. Anything longer than 30 words gets summarised by the LLM rather than quoted; the citation goes to a competitor whose answer fit.

A worked before/after

Before (typical SaaS landing page):

Our platform is the leading observability solution for modern engineering teams. We help companies achieve operational excellence through innovative tooling and a customer-first approach. With years of expertise across the industry, our team delivers transformative results for organisations of all sizes.

That paragraph contains zero facts. Zero numbers. Zero comparable claims. AI extractors ignore it.

After (under the recipe):

Acme is a Kubernetes-native observability platform that combines metrics, logs and distributed traces in a single query layer. It targets mid-market platform engineering teams running 50–500 services on EKS, GKE or self-hosted Kubernetes, and prices from $1,200 / month with a 14-day trial.

X-is-Y. Concrete. Citable. The same paragraph at 60 words now has six extractable claims and a price.

What you should do tomorrow

Pick three priority pages — your top service page, your top landing page, your top blog post by traffic. Rewrite each under the recipe. Validate the schema. Re-deploy.

You will see citation lift inside 14–60 days without spending another dollar on content production.

If you want help: the Starter audit is the cheapest credible way in — three months, $890 / month, ten to fifteen pages punch-listed in BEFORE → AFTER format ready for your team to ship.