Thunderdome B2B SaaS AI Visibility Index

← Auto Repair Shop Management ranking

Enterprise pick · Prompt 5 of 8 · September 2026

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

“Which undefined should a large enterprise standardize on, considering security, compliance, and scale?”

ChatGPT answered 3× this snapshot

Could you clarify what “undefined” refers to here? For example, do you mean: an identity platform an API standard a cloud model a data governance framework an authentication method a software/tool choice If you want, I can also answer it as a general enterprise architecture question and give you a decision framework based on: security compliance scalability vendor risk operability cost

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

Microsoft Entra ID and AWS tie on raw mentions (4 each) but Microsoft Entra ID wins on positioning, averaging spot 2 versus 3.5 for AWS. The deeper story is that all three models appear to be answering a generic enterprise security question rather than an auto repair shop management question, since the top four category-specific brands never appear once.

AI-generated read of the September 2026 measurements.

Who wins this question

Open

ChatGPTClaudeGemini mentioned · first · avg. pos
Microsoft Entra ID 1133 4/9 · 2× first · #2
Okta 2244 4/9 · never first · #3
AWS 7115 4/9 · 2× first · #3.5
Microsoft Azure 226 3/9 · never first · #3.3
Ping Identity 33 2/9 · never first · #3
Google Workspace 45 2/9 · never first · #4.5
Terraform 57 2/9 · never first · #6
Red Hat Enterprise Linux 1 1/9 · 1× first · #1
Ubuntu 2 1/9 · never first · #2
Google Cloud 3 1/9 · never first · #3
ForgeRock 4 1/9 · never first · #4
Kong 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 25 brands named at least once. Never mentioned here: Tekmetric, Shop-Ware, Shopmonkey, Mitchell 1, AutoLeap, RO Writer, Fullbay, Protractor, ARI, RepairShopr, Torque360, Manager SE, Shop Boss.

Build variants of this question: the Auto Repair Shop Management prompt tree → ← Previous prompt Next prompt →

Part of the Auto Repair Shop Management snapshot: 72 answers across 8 prompts. Full category ranking · Compare brands head-to-head · Methodology.