← Auto Repair Shop Management ranking
Brand report · September 2026
Shop Boss: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about auto repair shop management, Shop Boss ranks #15 of 15, a Visibility Score of 4 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.
Dead last in its only category, with almost no footprint.
Where it wins. Shop Boss does register in Auto Repair Shop Management conversations, and a 6.9% mention rate means it surfaces in roughly 1 of every 14 relevant queries across the three models.
Where it loses. Ranked 15th of 15, it trails every named competitor including Tekmetric and Mitchell 1, earns zero first-pick selections, and the AI models skip it entirely when buyers ask about top tools for 2026, enterprise options, or budget alternatives.
AI-generated analysis of the September 2026 measurements.
ChatGPT 
Claude 
Gemini 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 Shop Boss. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Top tools in 2026 · Enterprise pick · Budget & alternatives
Share of Shop Boss'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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