How often AI search engines name roofing contractors in Mpin9D when homeowners ask for recommendations. 20% nationwide are invisible.
| # | Company | Score |
|---|---|---|
| 1 | All Weather Roofing — mpin9d, LA | 61/100 |
| 2 | 📏 You have (1) MESSAGE №Y2823 READ - linkspree.net/p/you-have-1-new-message-0637 — mpin9d, LA | 26/100 |
| 3 | Metro Roofing — mpin9d, LA | 26/100 |
| 4 | 📏 You have (1) MESSAGE №Y2823 READ - linkspree.net/p/you-have-1-new-message-0637 — mpin9d, LA | 26/100 |
| 5 | Bone Dry Roofing — mpin9d, LA | 0/100 |
When a Mpin9D homeowner asks ChatGPT, Perplexity, or Gemini "best roofing 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 Mpin9D 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.