AI VISIBILITY BENCHMARK

See where your clinic appears, where competitors win, and what evidence is missing.

A private, repeatable benchmark of clinic mentions, explicit recommendations, positions, competitors, and supporting sources across a frozen query set.

THE COMMERCIAL QUESTION

What the benchmark answers

The benchmark turns an unfamiliar channel into a reviewable commercial diagnosis. It does not create a real-time score or claim access to every AI system.

  • Which patient questions name your clinic?
  • Where is your clinic explicitly recommended?
  • Which competitors win lost high-intent queries?
  • Which clinic-owned or associated sources support answers?
  • Which gaps should your team address first?

TWO DISTINCT OUTCOMES

Diagnosis first. Implementation only where justified.

The benchmark shows what is happening and why. Monthly work executes the priorities you approve.

OUTPUTS

What you receive

01

Defined clinic, market, language, treatment, and comparison scope

02

Frozen query set and multiple independent observations

03

Preserved raw provider responses within applicable terms

04

Mention, recommendation, top-position, and citation metrics

05

Category, competitor, lost-query, and source-domain analysis

06

Limitations, validation summary, and executive review

PROCESS

Transparent by design

Scope, measurement, and review rules are agreed before implementation.

  1. 01

    Scope and freeze the query set

  2. 02

    Run independent observations

  3. 03

    Classify known entities deterministically

  4. 04

    Manually review unknown or ambiguous evidence

  5. 05

    Report separate rates with denominators

  6. 06

    Archive the evidence for a comparable repeat

LIMITATION

Measurement is not a guarantee.

AI outputs vary by provider, time, language, and context. The benchmark is a dated sample—not a guarantee of a persistent ranking, recommendation, patient volume, or revenue.

NEXT STEP

Request a private benchmark

Define your priority market, language, treatments, and competitor set.

Request a private benchmark