23 companies named across six answers to three hiring questions, with just 28% repeating. Wide open.

Homeowners ask AI who to let through the door.

Remodelers, HVAC, roofing: engines answer hiring questions with named companies, and in our sampling almost none of the names survived a re-run. Nobody owns these answers yet. That is the entire opportunity.

Check your AI visibility free

The questions we tested“best basement remodeling company near Boston”“best national HVAC service company”“best roofing company in Texas”

What we measured

The least settled answers we measured anywhere: 72% of named companies changed between two identical runs. These slots have no incumbents.

companies named across six answers to three hiring questions

28%

overlap between identical runs, the most volatile vertical we measured

0 of 3

questions kept a stable list; even unchanged top picks sat on churning shortlists

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": "build_local_evidence",

"reason":

Metro-level answers cite local press and franchise

directories; your service pages are invisible to two

engines and your GBP categories miss the core prompt.

"evidence":

"prompt": "best hvac company near me"

"driving_sources": ["angi.com", "local press"]