SeeWAIS
Real measured example · family dental practice · Council Bluffs, IA

When families in Council Bluffs need a cleaning, a crown, or an emergency dentist, does AI name your practice — or a competitor's?

We put the same 25 blind buyer questions to ChatGPT, Gemini and Claude about a real family dental practice in Council Bluffs, IA — no brand name in any of them — then fact-checked every claim the assistants made against the business's own site. Below is what came back: every number from that measurement, nothing modelled.

20×

recommended in 42 shortlist searches

#1

of 85 candidate businesses

49.8 /100

visibility score

2

wrong factual claims from AI

The summary

#1 of 85 candidate businesses and recommended in 20 of 42 shortlist searches (47.6%) — but one line is entirely invisible. Membership Club was named in 0 of 6 questions, and one assistant told the buyer the practice has no membership club while its own site has a page for it. A strong position still needs every line to exist as a source AI can cite.

The blind spot

Membership Club — the one line the practice has a dedicated page for. One assistant told the buyer the practice has no in-house membership club.

Three of the real buyer questions we asked

Blind questions, quoted verbatim from the run — the kind a real customer types, with no brand name in them.

  • “where can I find a family dental clinic in Council Bluffs”
  • “how much does a root canal cost in Council Bluffs without insurance”
  • “need a walk in emergency dentist in Council Bluffs for severe tooth pain”

One AI answer we fact-checked

“The business does not mention an in-house 'membership club' on their official website.”

Gemini (searching the web) · brand-audit answer N03

What the fact-check found: The website navigation includes a 'Membership Club' page link.

Where AI names this practice — line by line

Revenue line Named / asked Mention rate
Cosmetic dentistry 8 / 15 53.3%
Emergency dental visits 8 / 12 66.7%
General and preventive dentistry 10 / 21 47.6%
Membership Club 0 / 6 0.0%
Restorative dentistry 9 / 21 42.9%

What this means for a practice owner

Emergency intent is the strongest line this practice has

Emergency dental visits: named in 8 of 12 questions (66.7%) — the highest rate of any line, and the buyers closest to booking. Keep that page fast and explicit about same-day visits.

The membership club an assistant said does not exist

Membership Club: 0 of 6. The fact-check caught one assistant telling the buyer the practice has no in-house membership club, while a Membership Club page sits in the site's own navigation. That is not a weak ranking — the engines have no source tying the line to the practice at all.

On none of the 38 sites the answers are built from

AI read 38 different third-party sites to answer questions about this market and found the practice on none of them. The full report leads with exactly this gap: with nothing to corroborate, there is nothing for an answer to be built from.

277 claims checked, 2 of them wrong

The brand audit pulled 277 specific factual claims out of AI's answers: 201 correct, 2 wrong about the practice, 74 not supported by its own pages. The risk here is not misinformation — it is discoverability, starting with the one line AI says does not exist.

See how this industry compares across the whole study: see the 34-brand AI-visibility benchmark →

What a report for your practice looks like

The same measurement, run on your domain: every AI answer quoted in full, every factual claim checked against your site, the third-party sources the answers are built from, and a ranked action list with ready-to-paste code. The full method is published; the complete report behind every number on this page is public.

Measured September 2026. The measured business is pseudonymised; every number is real and traceable to the published run.