Thunderdome B2B SaaS AI Visibility Index

← Auto Repair Shop Management ranking

Brand report · September 2026

Shop-Ware Shop-Ware: AI Visibility Report

shop-ware.com ↗

When buyers ask ChatGPT, Claude, and Gemini about auto repair shop management, Shop-Ware ranks #2 of 15, a Visibility Score of 59 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.

How AI sees Shop-Ware

Strong #2 in one shop, but that shop is everything.

Where it wins. Shop-Ware earns a 71% mention rate in Auto Repair Shop Management, putting it in front of buyers nearly as reliably as the category leader. That reach makes it a genuine contender in the only race it runs.

Where it loses. First-pick selection sits at under 10%, meaning AI models consistently hand the final recommendation to someone else, and Shop-Ware never surfaces as an enterprise option, leaving larger multi-location operators out of reach entirely.

AI-generated analysis of the September 2026 measurements.

Auto Repair Shop Management · #2 of 15

59 / 100 flat vs last month
71%
mention rate (72 answers)
3
avg. position
10%
first pick
13%
share of voice
56.5Aug 2026Aug 2026: 56.558.7Sep 2026Sep 2026: 58.7
ChatGPT
59
Claude
74
Gemini
43

One of the index's bigger model splits: see where the models disagree →

How the models portray Shop-Ware

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).

65% 24% 12%
endorsed · 95% band 51–76% listed caveated graded across 51 mentions in Auto Repair Shop Management answers
Prompt themes Shop-Ware would want to own

Share of each theme's answers that mention Shop-Ware. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Best overall
9/9 · #1×1
Feature-led ask
9/9 · #1×2
Budget & alternatives
9/9 · #1×1
Use-case fit
8/9 · #1×1
Top tools in 2026
8/9 · #1×1
If you could pick one
6/9 · #1×1

Gaps Enterprise pick

Most co-mentioned competitors

Share of Shop-Ware's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Tekmetric
100%
Mitchell 1
86%
AutoLeap
73%
Shopmonkey
71%
RO Writer
24%
Fullbay
18%

Head-to-head: Shop-Ware vs Tekmetric

Scores are measured from real AI answers, refreshed monthly. Methodology.

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