New: Real-time hallucination alerts are live. Learn more →

LLM Metrix logoLLM Metrix
Back to Knowledge Base
StrategiesPopular

The AEO Audit Checklist (Copy & Use)

A practical, copy-and-use checklist for auditing your brand's AI visibility — covering presence, accuracy, technical readiness, content, and authority.

By Team @ LLM Metrix7 min read9 sections

This is a ready-to-use checklist for auditing your brand’s Answer Engine Optimization. Work through each section, mark items done or not, and turn the gaps into your action plan. For the full methodology behind it, see the AI visibility audit guide.

1. Query set & baseline

  • [ ] Documented 30–50 target queries across awareness, comparison, and use-case tiers
  • [ ] Ran each query across ChatGPT, Perplexity, Google AI Overviews, Claude, and Copilot
  • [ ] Used a clean, logged-out session and ran each query at least twice
  • [ ] Recorded presence, position, sentiment, accuracy, citations, and competitors for each
  • [ ] Calculated baseline impression rate, average position, accuracy rate, and share of voice

2. Presence & positioning

  • [ ] Identified queries where you’re entirely absent
  • [ ] Identified queries where you’re only “listed” but competitors are first/prominent
  • [ ] Mapped which competitors appear most often in your absence
  • [ ] Tagged high-intent commercial queries as top priority

3. Accuracy & brand safety

  • [ ] Fact-checked every brand mention against current reality
  • [ ] Flagged outdated pricing, deprecated features, or wrong positioning
  • [ ] Flagged any confusion with a competitor or similarly named brand
  • [ ] Logged any harmful or hallucinated claims as urgent

4. Technical readiness

  • [ ] robots.txt allows relevant AI crawlers (GPTBot, PerplexityBot, ClaudeBot, Googlebot)
  • [ ] Key pages are crawlable, fast, and not behind logins/paywalls
  • [ ] Sitemap is current and submitted
  • [ ] Relevant structured data is present (Organization, Product, FAQPage, etc.)
  • [ ] Consistent canonical URLs; no fragmenting duplicates

5. Content & citability

  • [ ] Top pages answer the target question in the first 1–2 sentences
  • [ ] Headings are written as statements, not vague topics
  • [ ] Pages include specific, attributable facts and data
  • [ ] FAQ sections exist for high-intent topics (with FAQPage schema)
  • [ ] Cornerstone pages are fresh (recent updates) — see content freshness
  • [ ] On-page basics covered — see the on-page AEO checklist

6. Authority & entity

  • [ ] Brand name, category, and key facts are consistent across the web
  • [ ] Entity is well-defined (structured data + trusted reference presence)
  • [ ] Reputable third-party coverage and corroborating mentions exist
  • [ ] Original research/data published that others can cite

7. Prioritize & plan

  • [ ] Brand-safety fixes scheduled first
  • [ ] High-intent commercial gaps prioritized next
  • [ ] Positioning upgrades and long-tail coverage queued
  • [ ] Re-audit cadence scheduled (monthly full + biweekly spot checks)

Turning the checklist into action

Every unchecked box is a task. Group them by the three levers — content, authority, technical — and sequence by impact using how to build an AEO strategy. Re-run this checklist on a schedule so it becomes a trend line, not a one-time snapshot.

Frequently Asked Questions

What should an AEO audit checklist include?

It should cover your query set and baseline metrics, presence and positioning gaps, accuracy and brand safety, technical readiness (crawlability and schema), content citability, and authority/entity signals — ending with a prioritized action plan.

How often should I run an AEO audit?

Run a full audit monthly against the same query set, with biweekly spot checks on your highest-priority queries and event-triggered checks after launches, pricing changes, or major press. Trends over time matter more than any single snapshot.

What’s the most important part of an AEO audit?

Fixing brand-safety issues (inaccurate or harmful claims) comes first because they affect every user. After that, prioritize high-intent commercial queries where competitors appear and you don’t.

How is this different from an SEO audit?

An SEO audit focuses on rankings, keywords, and traffic. An AEO audit focuses on whether you appear in AI answers, how prominently, how accurately, and across which engines — plus AI-specific factors like crawler access, citability, and entity clarity.

Was this helpful?

Ready to put this into practice?

Apply these concepts with our step-by-step tutorials or check your visibility now.