22 firms named across six answers to three legal questions, with under half repeating between runs.

The client asked AI before they asked a colleague.

Best injury firm in Chicago, best service for an LLC, best immigration lawyers in New York: engines answer with named firms. In our sampling barely half the names survived a re-run, which means the list is still being written.

Check your AI visibility free

The questions we tested“best personal injury law firm in Chicago”“best online legal service for LLC formation”“best immigration lawyers in New York”

What we measured

Reputation took decades to build. The engines re-decide it per answer, and in our sampling only 48% of firms survived a re-run.

firms and services named across six answers to three legal questions

48%

overlap between identical runs; reputations are re-rolled per answer

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": "earn_directory_citation",

"reason":

City-level answers for your practice area are built

from two legal directories and one news profile;

your profile on the most-cited one is thin.

"evidence":

"prompt": "best injury firm in chicago"

"driving_sources": ["justia.com", "superlawyers.com"]