← Auto Repair Shop Management ranking
Brand report · September 2026
ARI: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about auto repair shop management, ARI ranks #10 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.
ARI sits near the bottom of a 15-brand auto repair race.
Where it wins. Its clearest foothold is with startup and small-shop buyers, the one prompt theme where it registers at all. A 5.6% mention rate keeps it technically on the board in Auto Repair Shop Management.
Where it loses. At rank 11 of 15 with a 2.8% first-pick rate, ARI is outrun by Shopmonkey, Tekmetric, and Torque360 across every major buying intent, including best-overall, feature-led, and enterprise queries where it does not appear at all.
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 ARI. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Best overall · Use-case fit · Top tools in 2026 · Enterprise pick · Feature-led ask · If you could pick one
Share of ARI'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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