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From SEO to AEO. Rewriting your content for answer engines.

Crawlmind Engineering··3 min read

Answer Engine Optimization (AEO) is the practice of writing and structuring content so AI answer engines cite it when they summarize answers for people. The term gets used a lot in marketing slop that just says "do SEO but also for AI." That's lazy and wrong. Writing for an LLM that summarizes for a human is genuinely different from writing for Google's blue links. Six places it diverges, in roughly increasing order of strategic importance.

#1. Lead with the answer, not the context

The classic SEO opener was 300 words of context. "In today's fast-paced digital landscape, businesses are increasingly turning to..." This was tolerable because Google was indexing the whole page and ranking on keyword coverage.

An answer engine reads the first 100 to 200 words far more carefully than the rest of the page. If those words don't contain a tight answer to a specific question, the engine moves to a source that does. The opener is now the most important real estate on the page.

#2. One question per page, ruthlessly

The "ultimate guide" pattern is dead for AEO. A page that tries to answer "what is SEO, how does it work, what are the top tactics, how do I do it" gets cited for zero of those four questions. A page that answers ONE of them gets cited for that one.

This means more pages, each shorter, each more focused. Operationally this is a content-strategy shift, not just a writing shift. Your content calendar, your URL structure, your internal linking all need to change.

#3. Use claim, evidence, source structure

Engines lift sentences. The sentences that get lifted most reliably follow this shape:

Claim: One sentence. Evidence: One sentence with a number or specific. Source: One sentence pointing to where the evidence came from.

Compare to the more typical:

Long meandering paragraph that mentions a vague trend, references something a competitor said, and concludes with an opinion.

The first shape is extractable. The second isn't.

#4. Statistics and dates are load-bearing

We covered this in the Perplexity post. A concrete statistic in the first 200 words tends to raise citation likelihood, and a recent dateModified helps too; together they compound.

The implication: every important page needs an editorial cadence. Quarterly refresh on the top 20 pages is the minimum.

#5. Author attribution is now table stakes

Anonymous blog posts increasingly underperform attributed ones. The engines build a model of "this person publishes reliably about this topic" and weight their cited output accordingly. If your blog still publishes under "Marketing Team" you're forfeiting the E-E-A-T lift without realizing it.

Add a Person schema with name, url to an author page that exists, and ideally sameAs to a LinkedIn or X profile.

#6. Track citations, not impressions

This is the one most teams haven't internalized yet. Your Google Search Console impressions can stay flat while your AI citation share collapses, because AI answers don't generate impressions in GSC. The traffic loss shows up six months later as "pipeline is softer than expected" and nobody can attribute it.

The fix is to track citations directly. Manually it's tedious. The short version is: pick the 20 queries that map to your highest-value buyer intent, query each one weekly through ChatGPT (with browsing), Perplexity, and Gemini, log what got cited.

We built Crawlmind partially because this measurement gap was so real and so under-tooled. But you don't need our tool to do the manual version. You just need to commit to doing it weekly.

#The strategic shift in one sentence

Old SEO: be the page Google ranks highest for a keyword.

New AEO: be the page an LLM cites when summarizing the answer for a human who never sees the SERP.

The tactics overlap substantially, but the work that overlaps is the work that was always good (clean schema, fast load, real authority signals). The tactics that DON'T overlap (long- form ultimate guides, keyword stuffing, generic intros) were always weak SEO. AEO just exposes them faster.

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