How often AI search engines name hvac contractors in Boston when homeowners ask for recommendations. 0% nationwide are invisible.
| # | Company | Score |
|---|---|---|
| 1 | Boston Standard Plumbing — Boston, MA | 89/100 |
| 2 | Boston Standard Plumbing — Boston, MA | 83/100 |
| 3 | Boston Standard Plumbing — Boston, MA | 79/100 |
| 4 | Boston Standard Plumbing & Heating — Boston, MA | 64/100 |
| 5 | Atlantic Heating & Air Conditioning — Boston, MA | 56/100 |
| 6 | Back Bay Mechanical — Boston, MA | 56/100 |
| 7 | Atlantic Heating & Air Conditioning — Boston, MA | 54/100 |
| 8 | Cooling Unlimited, Inc. — Boston, MA | 54/100 |
| 9 | Cooling Unlimited — Boston, MA | 53/100 |
| 10 | Sila Heating and Air Conditioning — Boston, MA | 32/100 |
When a Boston 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 Boston 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.