Visibility Diagnosis
Where and why does visibility break?
Example finding
Compare discovery and comparison answers
See whether the brand appears in discovery answers as well as comparison ones, and turn any gap into an opportunity.
Quick answer: Visibility Diagnosis
Visibility Diagnosis finds where and why visibility breaks by topic, intent, engine and market, with scope and evidence on every finding.
What you see
Lens one. Does AI recognise and recommend the brand, and by topic, intent, engine and market, where does that fall down.
The weak slice
The topic, intent, engine or market where visibility breaks.
Recommendation gaps
Where you are mentioned but not recommended.
Position
Where in the answer you appear, when that is measurable.
Scope and evidence
Every finding states its scope and opens the answers behind it.
How it works
- 1
Slice
Metrics are broken down by topic, intent, engine and market.
- 2
Compare
Gaps are calculated against expected visibility and against competitors.
- 3
Explain
An explanation is written from the evidence and never invents causes.
How it is measured
Definitions come first, so numbers stay comparable from one audit to the next.
- Visibility gap
- The difference between observed and expected visibility for a slice.
- Scope
- Prompt set, topic, intent, engine, market, language and time.
- Evidence
- The run IDs, answers and sources behind the finding.
Good to know. A diagnosis states what was observed and the likely reasons, and labels interpretation as interpretation.
Common questions
Do diagnoses claim to know what the model is thinking?
No. They describe observed answers and sources only, never hidden reasoning.
How is a finding linked to evidence?
Each finding carries scope, run IDs and a link to the answers and citations behind it.
Does it guess causes?
It states likely reasons from evidence and labels them as interpretation.
A short checklist
- Find the weakest slice
- Open the evidence
- Compare with competitors
- Note interpretation versus measurement
- Send to Opportunities
Who uses it
- SEO lead
- The weak slice to fix first.
- Analyst
- Gaps against expectation and competitors.
- Marketing lead
- A reasoned account of a drop.
Common mistakes
Explaining without evidence
Every finding needs a link to answers.
Ignoring scope
A finding is only valid for its slice.
Over reading small samples
Check the run count.
See Visibility Diagnosis on your own brand.
Start with a first audit. We show where you appear, who is named instead, and what to fix first.