How often AI search engines name hvac contractors in Atlanta when homeowners ask for recommendations. 0% nationwide are invisible.
| # | Company | Score |
|---|---|---|
| 1 | Mr Cool Heating and Air — Atlanta, GA | 68/100 |
| 2 | Comfort Pro HVAC — Atlanta, GA | 35/100 |
| 3 | Rheem Manufacturing — Atlanta, GA | 29/100 |
| 4 | Mr Cool Heating and Air — Atlanta, GA | 26/100 |
When a Atlanta homeowner asks ChatGPT, Perplexity, or Gemini "best hvac near me", the engine names 3 to 5 specific companies. The companies on the leaderboard above are the ones being named. Everyone else is invisible to that query.
The gap is almost entirely mechanical: schema markup, citation density in local trade directories, structured content on the site, and presence in Reddit + Quora threads for Atlanta service queries.
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Run my auditPart of The 2026 AI Visibility Index for Trade Contractors. These rankings are computed from 30 LLM queries x 4 engines using Methodology v2026.06.1. CC-BY-4.0.