Traditional search
A list of links the patient must compare.
Medical AI Visibility
We measure your visibility across ChatGPT and other AI platforms, uncover why competitors are recommended more often, and help close the gap.
AI VISIBILITY / 01
Sample design: 30 queries × 3 independent runs

Your clinic was not explicitly recommended in this sample answer.
A different shortlist
Search results offer pages to explore. AI answers often compress that research into a small set of named clinics. The commercial question is no longer only “Do we rank?” It is also “Do we make the shortlist?”
A list of links the patient must compare.
A concise shortlist with named options and supporting sources.
The benchmark design
The scope is frozen before collection. The same query set is observed independently, then every answer is reviewed against explicit rules.
30 × 3 = 90 is an illustrative benchmark design, not a claim about a completed client study.
Four outcomes, kept separate
Was the clinic named in a successful answer?
Was the clinic clearly recommended or ordered?
Did it appear in the defined leading positions?
Was a reviewed clinic-associated source cited?
Example forensic finding
The benchmark connects lost queries to the entities, evidence, and external sources that appear around competitors but not around your clinic.
Explore the benchmark serviceIllustrative structure and sample data. No real clinic is represented.
Example only: trust, aftercare, procedure choice, physician involvement, and UK patient questions.
From evidence to action
Two linked engagements
Start with a defined baseline. Continue only where the evidence supports a focused implementation backlog.
Measures the current position, explains lost queries, and identifies the evidence, entity, and source gaps to address first.
Outcome: baseline, diagnosis, and prioritized roadmap.Turns the roadmap into governed work across expertise evidence, entity consistency, source authority, QA, and re-measurement.
Outcome: completed priorities and observable change over time.Freeze the market, language, query set, and competitor scope.
Separate mentions, recommendations, positions, sources, and lost queries.
Prioritise expertise evidence, entity consistency, and source authority.
Repeat a comparable benchmark to measure observable change.
Start with the evidence
Request a private benchmark scoped to your priority market, language, treatments, and competitors.
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