SEO and AEO Audit

Why combine SEO and AEO

SEO and AEO are not separate universes. Search engines, AI answer engines, and discovery tools all need accessible, trustworthy, well-structured content. The difference is the output. SEO often optimizes for ranked listings and clicks. AEO optimizes for answers, summaries, and citations.

A combined audit is useful because teams otherwise overcorrect. They chase AI visibility while basic indexability is broken, or they polish title tags while answer engines cannot extract a clear definition from the page.

Audit technical access first

Start with crawlability and rendering. Important pages must return unique, meaningful HTML. Check canonical URLs, status codes, robots rules, sitemap inclusion, internal links, and mobile layout. If every route returns the same shell, the site has a Phase 0 problem.

Do not proceed to content recommendations until technical access is clear. A page cannot earn citations if crawlers cannot see it.

Audit query and answer intent

Build a small query set for each topic. Include head terms, comparison terms, how-to terms, problem terms, and brand-adjacent terms. For each query, inspect classic search results and AI answer surfaces. Ask which sources are cited, what format the answer uses, and what information is missing.

This reveals whether your page should be a definition, checklist, comparison, tutorial, tool, or opinionated framework. Matching format matters.

Audit content structure

A strong SEO and AEO page has one clear purpose, descriptive headings, concise definitions, evidence, examples, and links to related resources. Each section should answer a recognizable question or support the main argument.

Thin category pages are a common gap. A category page should introduce the topic, explain what readers will learn, list relevant posts, link to pillar guides, and point to adjacent categories. It should not be a template with only a title and cards.

Audit authority signals

Look for About, editorial policy, author profiles, update dates, source links, and correction standards. AI answer engines and search quality systems both reward accountability. Authority signals should be truthful and visible, not decorative schema alone.

Audit measurement

Track organic clicks and impressions, rankings for key query sets, AI citation checks, referrals from AI tools, internal link discovery, and crawler log behavior. You will not get perfect attribution. The goal is directional confidence.

How to score opportunities

Give each page or cluster a simple score for technical access, search demand, answer potential, business value, and effort. A page with high demand, strong business value, and broken crawlable HTML should move to the top. A low-value post with a perfect technical score can wait.

For AEO, look for questions where answer engines already synthesize responses and cite external sources. If the answers are weak, outdated, or missing practical steps, a strong guide may have room to earn visibility. If the answer surface cites government, academic, or dominant platform documentation, a small editorial site may need a narrower angle.

Scoring keeps the audit from becoming a wish list. It turns findings into sequencing.

What to deliver after the audit

The final deliverable should be short enough for the team to use. Include a route-level crawlability summary, metadata duplication notes, priority content gaps, internal link recommendations, structured data issues, and a measurement plan. Separate "fix now" from "monitor" from "nice to have."

For each recommended content update, name the search or answer intent it serves. "Add more copy" is not a strategy. "Add a concise definition of crawler analytics and a weekly log workflow" is actionable and measurable.

How to audit internal links for AEO

Internal links should make topical expertise obvious. A broad AI search guide should link to crawler optimization, robots guidance, llms.txt guidance, and measurement pages. Supporting articles should link back to the pillar they expand. Category pages should act as hubs, not just filtered card grids.

Use descriptive anchor text. "AI crawler optimization" tells readers and crawlers more than "click here." Avoid forcing exact-match anchors everywhere, but make sure the link text names the topic. Strong internal links help answer engines understand which page is the canonical explanation and which pages are supporting evidence.

Look for orphaned support posts, category pages with no unique introduction, and articles that point only to newer posts rather than back to the core guide. Internal links should create a learning path: broad explanation, narrower implementation guide, diagnostic checklist, and practical example. That path helps readers and gives crawlers a clearer topical map.

Update rhythm after the audit

Run a small review every month for priority clusters. Check query movement, citation presence, crawler access, and conversion quality. AEO surfaces change quickly, so the winning page format in January may not be the same format in June.

The output of an SEO AEO audit should be a short prioritized roadmap: fix crawlable HTML, strengthen topical hubs, improve answer passages, add missing proof, and measure whether discovery improves.