← Auto Repair Shop Management ranking
Brand report · September 2026
Mitchell 1: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about auto repair shop management, Mitchell 1 ranks #4 of 15, a Visibility Score of 56 in Auto Repair Shop Management .
These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.
Solid shop management contender, but fourth is not first.
Where it wins. Mitchell 1 lands in half of all auto repair shop management conversations, a 50% mention rate that keeps it competitive in a 15-brand field. That presence earns it consistent list placement alongside Tekmetric and Shop-Ware.
Where it loses. A 5.6% first-pick rate means buyers hear the name but rarely leave with it as the recommendation, and the complete absence from enterprise-oriented prompts closes off the growth ceiling for larger fleet or multi-location operators.
AI-generated analysis of the September 2026 measurements.
Being named is not the same as being recommended. Each mention is graded endorsed (a strong pick), listed (a neutral option), or caveated (named with a reservation).
Share of each theme's answers that mention Mitchell 1. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Enterprise pick
Share of Mitchell 1's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.
Scores are measured from real AI answers, refreshed monthly. Methodology.
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ChatGPT
Claude
Gemini