How often AI search engines name hvac contractors in Austin when homeowners ask for recommendations. 0% nationwide are invisible.
| # | Company | Score |
|---|---|---|
| 1 | The Coolest LLC — Austin, TX | 67/100 |
| 2 | Austin Air Conditioning — Austin, TX | 62/100 |
| 3 | Austin Air Conditioning — Austin, TX | 61/100 |
| 4 | Austin Air Conditioning — Austin, TX | 59/100 |
| 5 | The Coolest LLC — Austin, TX | 59/100 |
| 6 | ABC Home and Commercial Services — Austin, TX | 38/100 |
| 7 | Cool It Now — Austin, TX | 34/100 |
| 8 | scriptalert(1)/script & O'Reilly"s HVAC Co. LLC dba The Cooling Specialists of G — Austin, TX | 31/100 |
| 9 | Cool It Now — Austin, TX | 30/100 |
When a Austin 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 Austin 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.