Your AEO score is a starting point. Here is how to read it.
Understand what a readiness score measures, what it misses, and how to turn it into action.
THE AEO COLLECTION
Make your expertise easier to understand.
Build clear answers, preserve evidence, and measure AI visibility with the context needed to interpret it. A readiness score is a starting point for investigation.
Start Here.
20 articles in this collectionHow to measure AI answer visibility without fooling yourself.
Define a prompt panel, record observations, and keep visibility separate from business impact.
An evidence log for AI mentions, recommendations, and citations
Preserve enough context to make an AI visibility observation useful and repeatable.
Explore AEO.
Checklist · 2 min read
Search this collection ↗A repeatable readiness review for product pages
Check whether a reader can understand the product, verify its claims, and choose a sensible next step.
Checklist · 4 min readAudit whether a citation supports the claim beside it
Classify supported, partial, contradicted, and irrelevant citations using the exact claim and source passage.
Comparison · 4 min readBrand mentions, recommendations, and citations need different reporting
Define three observation types, preserve overlap, and connect each to the question it can actually answer.
Playbook · 4 min readBuild a frozen prompt panel for an AEO review
Use a documented set of buyer questions, separate branded prompts, and preserve a comparable panel across reviews.
Measurement · 4 min readCalibrate two reviewers coding AI recommendations
Use a small labeled-answer exercise to resolve coding disagreements before reporting AI mentions and recommendations.
Checklist · 2 min readCheck whether your business identity is consistent across its own pages
Resolve conflicting descriptions of the business before asking outsiders to understand it.
Measurement · 3 min readCompare two answer engines with paired observations
Use the same questions, report missing responses, and compare a matched subset before drawing conclusions across engines.
Troubleshooting · 3 min readInvestigate a brand mention with no visible citation
Preserve what the answer visibly establishes and avoid inventing a hidden source trail for an unlinked mention.
Template · 3 min readRecord the conditions attached to a competitor recommendation
Map a recommendation to the buyer task, stated requirements, limitations, and supporting evidence.
Framework · 4 min readReport an unknown readiness check without scoring it as zero
Separate failures, missing evidence, and inapplicable checks with a worked readiness-score example and transparent coverage.
Troubleshooting · 3 min readResolve an ambiguous brand mention before counting it
Separate a real product reference from common words, old names, and unrelated entities before reporting brand visibility.
Measurement · 3 min readRun the same AEO panel in a second language
Review question equivalence and local buyer needs before comparing answer observations across languages.
Template · 3 min readStore an AEO observation so another reviewer can inspect it
Create a compact evidence manifest with prompt context, capture limits, redaction, and revision history.
Guide · 4 min readUse evidence without overloading an answer
Place support where it changes confidence, while keeping the explanation easy to read and verify.
Troubleshooting · 4 min readWhat to investigate when AI citations point to old pages
Trace an outdated citation to its claim, destination, and replacement before changing your content.
Analysis · 3 min readWhy a crawler visit does not prove an AI citation
Separate crawl, visible citation, referral, and customer-outcome evidence before attributing an AI answer to a page visit.
Guide · 4 min readWriting product explanations that stand on their own
Explain the product, audience, conditions, and limits so an isolated passage remains accurate.