AEO · AI answer gap analysis
Stop guessing why an AI engine skipped your page.
Surgbly checks the full list of reasons a brand can lose an AI answer — missing page, generic content, missing schema, blocked crawlers, weak third-party proof — and names the one that actually applies, not just that visibility is low.
Each finding carries a confidence label. Low-confidence diagnoses say so instead of guessing.
- Matching page existsChecking…
- Content answers the prompt directlyChecking…
- FAQ schema presentChecking…
- AI crawlers can access the contentChecking…
- Proof matches what competitors showChecking…
Routed as an AEO brief: add customer reviews and a comparison section.
'Low AI visibility' isn't a reason. It's a symptom.
A dashboard that shows a citation rate dropped doesn't tell you why. There are at least ten different reasons a brand can be missing from an AI answer, and each one needs a different fix.
No matching page at all
Sometimes the honest answer is that the content the prompt needs simply doesn’t exist yet.
A page exists, but it’s generic
The page covers the topic broadly without directly answering the specific prompt.
AI crawlers can’t read it
Content blocked or rendered in a way AI crawlers can’t access looks invisible even if it ranks fine in search.
The proof gap is external
Sometimes the website isn’t the problem — competitors are cited more often on review sites and directories.
How this feature works
From a missing citation to one named, confident cause.
Start from a confirmed gap
A prompt where the brand is missing or a competitor is cited more often triggers the diagnosis. The gap has to hold across repeated provider checks, not just one noisy run.
Triggered by a confirmed gap across providers, not a single low score.
Gap confirmed
Check page existence and content match
Confirm a page exists for the topic, and whether it directly answers the prompt or talks around it. A page that only talks around the topic fails the check the same as a missing one.
Checked in order: does a matching page exist, then whether it answers the prompt directly.
Page exists, generic
Check entities, schema, and crawler access
Missing entities, missing schema, and blocked or unreadable content are checked and ruled out in order. The first check that fails becomes a leading candidate, not the whole diagnosis.
Each candidate cause is ruled out in sequence, so the one that survives is the real cause.
3 of 4 ruled out
- Matching page exists
- Content answers the prompt directly
- FAQPage schema present
- AI crawlers can access the content
- AI crawlers received empty HTML for the FAQ section.
Check external proof and competitor coverage
Compare third-party proof, reviews, and comparison coverage against the competitors winning this prompt. The comparison stays scoped to this prompt, never a generic best-practice checklist.
Reviews, case studies, and comparison coverage are weighed against exactly what the winning competitor has.
Root cause found
- Competitor A has 14 review-site citations. This brand has 0.
- No case studies or original data on the matching page.
Route to the right recovery path
A content issue routes to a Fix Pack or brief. A missing-proof issue routes to an external-source recommendation. Each recommendation stays scoped to the cause that was actually found.
Content causes route to a Fix Pack; proof gaps route to an Influence Plan — never treated as the same fix.
Routed to recommendation
- 1Add a direct-answer block for "agencies" use case.
- 2Add 2 customer case studies with named results.
- 3Pursue review-site presence via an Influence Plan.
Explore it yourself
Explore the gap analysis workspace.
- Matching page exists
- Content answers the prompt directly
- Schema present
- AI crawlers can access the content
- AI crawlers received empty HTML for the FAQ section.
Key capabilities
Every candidate reason, checked in order.
Content causes
- No matching page exists
- Existing page is too generic or doesn’t answer directly
- Missing entities or comparison coverage
Technical causes
- Missing or incomplete schema
- AI crawlers blocked or unable to render the content
- Page rendered in a way AI crawlers can’t read
- Macro, meso, or micro extraction structure makes the answer hard to quote
External causes
- Competitor has stronger topical or comparison coverage
- Third-party sources cite competitors more often
- Missing proof, reviews, examples, or original data
- Freshness, source type, or provider-specific evidence changes the priority
Business outcomes
What changes once the gap has a named cause.
One cause, not ten guesses
Stop cycling through every possible fix — the diagnosis names the one that actually applies.
Content and external causes, separated
Know immediately whether this is a page problem or a third-party proof problem.
Confidence, stated plainly
A low-confidence diagnosis says so, instead of presenting a guess as certainty.
A cause becomes a routed fix
Every diagnosis lands directly in a Fix Pack, brief, or Influence Plan — not a dead-end report.
Why Surgbly does it better
A named cause instead of a lower percentage.
Traditional
- 1A dashboard shows visibility dropped.
- 2No breakdown of which of the ten possible causes applies.
- 3Someone guesses and rewrites a page that wasn’t the problem.
- 4The real cause — weak external proof — goes unaddressed.
Surgbly
- 1Candidate causes checked and ruled out in order.
- 2Content, technical, and external causes kept separate.
- 3The one cause that applies is named, with a confidence label.
- 4Finding routed to a brief, Fix Pack, or Influence Plan.
Use cases
Built for the moment visibility drops and nobody knows why.
Integrations
Runs on the same evidence as AI visibility monitoring.
- ChatGPT
- Perplexity
Questions
Answers before you have to ask.
How many candidate reasons are checked?
Content, technical, and external causes are all checked in order — from a missing page to weak third-party proof — before a root cause is named.
What if more than one cause applies?
All contributing causes are shown, with the strongest one flagged as the primary root cause.
Does this fix the page automatically?
Content causes route to a reviewable Fix Pack or brief. External-proof causes route to an Influence Plan, since Surgbly can’t edit a third-party site directly.
How is confidence determined?
Confidence reflects how much supporting evidence — captured answers, crawl data, and citation history — backs the diagnosis.
Name the reason before you fix the wrong thing.
Run a gap diagnosis on your own tracked prompts and see the first root cause.