Top tools in 2026 · Prompt 3 of 8 · September 2026

A real buyer question from the September 2026 snapshot, asked 3× to each of the three models. 9 answers recorded.

“What are the top auto repair shop management platforms in 2026?”

ChatGPT answered 3× this snapshot

As of 2026, the top auto repair shop management platforms are generally considered to be: Leading Auto Repair Shop Management Platforms Shopmonkey Popular for modern UI, cloud-based workflow, digital vehicle inspections, invoicing, and communication tools. Strong fit for independent repair shops. Tekmetric Widely used in growing repair shops. Known for workflow efficiency, reporting, CRM features, and technician…

Named across its answers: 1. Tekmetric2. Shopmonkey3. Shop-Ware4. Mitchell 15. Fullbay

Verbatim excerpt from one collected ChatGPT answer; formatting flattened, words untouched.

Tekmetric dominates with a perfect 9 of 9 mention rate and average position 2, while AutoLeap matches the mention rate but never earns the top slot and sits at position 4.6. The gap between those two brands defines the real competitive story here, as first-recommendation frequency is where AI-driven buyer influence concentrates.

AI-generated read of the September 2026 measurements.

Who wins this question

Contested Consensus

All three models name Tekmetric, Shopmonkey, Shop-Ware, Mitchell 1 and AutoLeap on this question.

ChatGPT

Claude

Gemini mentioned · first · avg. pos

Tekmetric 122333211 9/9 · 3× first · #2

Mitchell 1 334211464 9/9 · 2× first · #3.1

AutoLeap 646544345 9/9 · never first · #4.6

Shop-Ware 25512233 8/9 · 1× first · #2.9

Shopmonkey 51175122 8/9 · 3× first · #3

Fullbay 47355 5/9 · never first · #4.8

RO Writer 8896 4/9 · never first · #7.8

Bay-Master 677 3/9 · never first · #6.7

CCC ONE 967 3/9 · never first · #7.3

NAPA TRACS 798 3/9 · never first · #8

Protractor 46 2/9 · never first · #5

Manager SE 5 1/9 · never first · #5

Each square is one collected answer; the number is the brand's position in that answer. Lime = the very first recommendation. Unlinked brands were named by the models here but sit outside this category's published top 15 overall. Showing the top 12 of 15 brands named at least once. Never mentioned here: Microsoft Entra ID, ARI, RepairShopr, Torque360, Okta, Shop Boss.