Marketing Engine · plain-English guide
How to read SEO Analyzer
SEO Analyzer search visibility & aeo audit. This guide explains what it produces, what each part means, and how it stays honest — so you can act on the output with confidence.
Takes
Topic cluster + domain + competitors
Gives
Query map + AEO score + prioritized fix plan
The data it uses: A topic cluster, your domain, and competitors.
Watch how it works
How to read the output
AEO score
How well your content can be quoted by AI answer engines — not just ranked by Google. Structure, question-answering, and named-entity density drive it.
Query map
The questions your buyers actually ask, grouped by intent — the demand you are or are not visible for.
Fix plan
Prioritised by impact: fix the top of the list first, not all of it.
The terms it uses
- AEO
- Answer Engine Optimisation — being the source an AI assistant quotes, not just a blue link.
- Query cluster
- A group of related questions that share one intent and should be answered on one page.
- Whitespace
- Demand you could own that competitors have not covered.
How it stays honest
Every agent separates what it measured from your data from what it inferred. You always know which is which.
Measured
- ✓Query demand (from search data)
- ✓Your current coverage
- ✓AEO structure signals (computed)
Inferred
- ~Query clustering
- ~Fix priority
- ~Impact estimates
Questions people ask
Is this just an SEO audit?+
No. It audits whether AI answer engines can quote you — a different game from ranking. Traditional SEO can be green while AEO is red.
Can I act on it without an SEO team?+
Yes. The fix plan is ordered, so you can hand the top items to whoever writes your content.
Now read the real thing.
Run SEO Analyzer on your own data and compare the output to this guide. If it matches, you can trust it.