← Auto Repair Shop Management ranking
Brand report · September 2026
Fullbay: AI Visibility Report
When buyers ask ChatGPT, Claude, and Gemini about auto repair shop management, Fullbay ranks #7 of 15, a Visibility Score of 7 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.
Fullbay competes in one race and sits mid-pack.
Where it wins. A 13.9% mention rate in Auto Repair Shop Management keeps Fullbay visible enough to appear alongside Tekmetric and Shopmonkey, which are the names that dominate this category. That presence is earned purely from broad 'top tools' queries.
Where it loses. Rank 7 of 15 with zero first-pick selections means buyers who ask AI which shop management tool to choose are almost never pointed to Fullbay first. The AI models show no recognition of Fullbay for use-case fit, team size, or budget decisions, which are exactly the prompts where purchase intent is highest.
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 Fullbay. Hover a row for the exact prompt. Compare shapes on the head-to-head page.
Gaps Use-case fit · Startup & small team · Enterprise pick · Budget & alternatives
Share of Fullbay'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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