The 2026 AI Visibility Index for Trade Contractors

Published 2026-06-03 by Mentioned · mentionedinai.com/benchmark
87%
Invisible to AI search
14
Median score / 100
67
Top score
11
Above 50

Abstract

We audited 100+ trade contractors across HVAC, plumbing, electrical, and roofing for how often AI search engines (ChatGPT, Perplexity, Gemini) name them when homeowners ask for service recommendations. 87% scored below 25/100 on the AI Visibility Index, meaning they are functionally invisible to AI search. Median score: 14/100. Top score: 67/100 (Brand X). The gap between visible and invisible contractors correlates almost entirely with mechanical factors (schema markup, citation density, structured content), not budget, scale, or years in business.

Three-year trend

YearMedian% InvisibleContext
20244/10096%Pre-ChatGPT-Search era. Citation surface limited to brand-name queries.
20257/10092%ChatGPT Search launches. Early adopters with schema markup begin appearing.
202614/10087%Perplexity + Gemini reach scale. Median doubles but 87% of trade contractors are still invisible.

Leaders by trade

Top 10 HVAC

Leaderboard publishes 2026-06-03.

Top 10 Plumbing

Leaderboard publishes 2026-06-03.

Top 10 Electrical

Leaderboard publishes 2026-06-03.

Top 10 Roofing

Leaderboard publishes 2026-06-03.

Top 10 Trade SaaS

Leaderboard publishes 2026-06-03.

Methodology

30 standard homeowner queries per company, run across ChatGPT (GPT-5), Perplexity, and Gemini. Queries spanned three categories: "Best [trade] in [city]" (10 variants), "Who should I call for [problem]" (10 variants), and "Top-rated [trade] near [zip]" (10 variants). Scoring: 1 point per engine for being named, 2 points per engine for being named first. Normalized to 0-100 across 90 query-engine combinations.

Methodology review

The methodology was reviewed by three independent practitioners with no equity in Mentioned. Each received the full query set, scoring formula, and raw audit output for spot-check verification. Reviewers received a flat consultation fee and hold no ongoing financial interest in the publisher.

Strongest predictors of score (correlation analysis)

Weakest predictors (often surprising)

Citation

Beyer, N. (2026). The 2026 AI Visibility Index for Trade Contractors. Mentioned. https://mentionedinai.com/benchmark