22 providers named across six answers to three care questions, with only 37% consistency between runs.

Patients are asking AI who to trust with their health.

Telehealth, clinics, care networks: the engines answer with named providers, and in healthcare the answers were among the least consistent we measured. Volatile answers are winnable answers, for whoever measures them first.

Check your AI visibility free

The questions we tested“best telehealth provider”“best dental clinic chain in the US”“best physical therapy franchise”

What we measured

Healthcare answers churned hard in our sampling: only 37% of named providers repeated between two identical runs. The slots are still open.

providers named across six answers to three care questions

37%

overlap between identical runs, among the most volatile we measured

1 of 3

questions changed its top recommendation between identical runs

Measured 12 August 2026: three buyer questions, asked twice each on ChatGPT (gpt-5-mini). Small sample, real answers. Run your own brand through the free check for yours.

Measure, decide, act

Every day, one ranked next move.

Honeyb scans the engines daily, weighs everything it measured about your brand, and hands you the action that would move your visibility most, with the evidence attached. When the action is content, the content engine can draft and publish it. Your team approves; the work happens.

Also available over the API

today's recommendation

{

"rank": 1,

"action": "fix_crawler_access",

"reason":

Two engines cannot retrieve your locations pages;

your booking subdomain 403s AI crawlers at the CDN,

so answers fall back to national directories.

"evidence":

"blocked_bots": ["GPTBot", "PerplexityBot"]

"driving_sources": ["healthgrades.com"]

}

For healthcare marketers and practice owners

What this looks like in your world.

Directories answer for you

When engines cannot read your site, they cite Healthgrades and Zocdoc instead, with whatever those profiles say. Honeyb checks crawler access daily and flags the fix.