← Auto Repair Shop Management ranking
Brand report · September 2026
Protractor: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about auto repair shop management, Protractor ranks #8 of 15, a Visibility Score of 5 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.
Rank 9 of 15 in its only category tells the whole story.
Where it wins. Protractor holds a foothold in Auto Repair Shop Management, earning an 8.3% mention rate in its sole measured category. That rate at least keeps it on the board alongside Shop-Ware and Tekmetric.
Where it loses. A score of 5 with zero first-pick selections means AI models treat Protractor as a filler name, not a recommendation. Five prompt themes including budget, enterprise, and use-case fit return no Protractor mentions at all, shrinking its effective reach to a narrow slice of generic best-overall queries.
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 Protractor. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Use-case fit · Startup & small team · Enterprise pick · Feature-led ask · Budget & alternatives
Share of Protractor'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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