How often AI search engines name hvac contractors in Taunton when homeowners ask for recommendations. 0% nationwide are invisible.
| # | Company | Score |
|---|---|---|
| 1 | Taunton HVAC — Taunton, MA | 71/100 |
| 2 | Cotti-Johnson HVAC, Inc. — Taunton, MA | 69/100 |
| 3 | Cotti-Johnson HVAC — Taunton, MA | 66/100 |
| 4 | On Temp Inc — Taunton, MA | 64/100 |
| 5 | On-Temp Inc — Taunton, MA | 64/100 |
| 6 | On Temp Inc — Taunton, MA | 62/100 |
| 7 | Cotti-Johnson HVAC, Inc. — Taunton, MA | 61/100 |
| 8 | Cotti-Johnson HVAC, Inc. — Taunton, MA | 61/100 |
| 9 | RCL Mechanical — Taunton, MA | 61/100 |
| 10 | On Temp HVAC — Taunton, MA | 61/100 |
When a Taunton 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 Taunton 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.