What Should an Answer Engine Optimization Audit Include?

An AEO audit examines the same signals that matter for search visibility, then asks a narrower question: when someone types a buying question into an AI answer engine, does your content show up as evidence. That requires checking content quality, technical health, entity clarity, and third-party corroboration together, not treating any single tactic as sufficient.

Google has said AEO and GEO are terms people use, but from its perspective optimizing for generative AI Search is still optimizing for the search experience, and remains SEO. An audit that treats AEO as a separate discipline with separate rules will mislead clients. AEO is best framed as SEO work focused on answer eligibility.

Before touching a single page, build a prompt map. List questions buyers ask at each stage: discovery questions, comparison questions like X versus Y, validation questions like is this safe, and decision questions like which vendor fits my budget. Run each through at least two AI answer engines and record whether your brand appears and is cited.

This matters because keyword tools built for traditional rankings do not capture how AI systems phrase or bundle questions. A prompt map built from real buyer language, support tickets, and sales calls surfaces gaps that a generic keyword list misses, giving the audit a defensible starting point instead of guesswork.

For each priority page, check whether the first two sentences answer the implied question, whether claims are backed by specifics rather than adjectives, and whether the page links to related proof pages. Google has said unique, valuable, non-commodity content matters more than recycling what others said, so pages that just restate competitor content should be flagged as low priority.

The anti-hack position matters here: do not create a new page for every micro-variation of a question. Splintering content into thin pages targeting slightly different phrasings dilutes authority and confuses both search engines and AI crawlers. Consolidate related questions into fewer, deeper pages that answer clusters of intent well.

Confirm priority pages are not blocked by robots.txt, do not carry accidental noindex tags, and have canonical tags pointing to themselves rather than a competing URL. Check rendered HTML to confirm answer-first content appears in the initial render, not injected late by client-side JavaScript a crawler might skip.

Page speed and mobile usability still matter because slow or broken pages get crawled less often, limiting how frequently AI systems refresh their understanding of your content. None of this requires exotic tooling. Standard crawl audits, log file checks, and index coverage reports do the job before any schema work begins.

Google states that structured data is not required for generative AI search and there is no special schema.org markup needed for Google AI features. An audit should never sell schema as a shortcut. Instead, check that existing FAQPage markup, which schema.org describes as a page presenting frequently asked questions, matches the visible Q&A content rather than a padded version.

Google's structured data guidelines describe JSON-LD, Microdata, and RDFa as valid formats, with JSON-LD recommended in general practice. Confirm consistent naming, sameAs links to verified profiles, and accurate Organization details across the site, since inconsistent entity signals make it harder for any system to confirm who you are.

Build a source map with fields for the prompt tested, the engine used, the citations returned, whether your domain appeared, and the source type, such as a review site or forum thread. Repeat this monthly, since citations shift as source pages update. A single snapshot tells you where you stand; repeated mapping tells you if outreach is working.

Example tasks: rewrite the homepage intro to directly answer what the company does, add FAQPage markup matching existing visible questions, request a correction on a directory listing with outdated pricing, publish a comparison page addressing top alternatives, and pitch a mention on a review site that already ranks for your category. Retest each with the original prompt before marking complete.