Thunderdome B2B SaaS AI Visibility Index

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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 you mean by “undefined”? For example, are you asking which cloud platform, identity standard, encryption standard, software framework, or something else a large enterprise should standardize on? If you want, I can also answer at a high level by giving a decision framework for enterprise standardization across security, compliance, and scale.

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

Microsoft Entra ID and Okta tie on raw mention count (3 of 9 each), but Microsoft Entra ID wins on position quality, averaging spot 2 versus Okta's spot 3 and capturing 2 first-place slots to Okta's zero. The actual category leaders, Swept, Jobber, Janitorial Manager, and ZenMaid, were never named, meaning the AI models answered a commercial cleaning question with identity-management software, suggesting a broken or undefined query is pulling entirely wrong answers.

AI-generated read of the September 2026 measurements.

Who wins this question

Open

ChatGPTClaudeGemini mentioned · first · avg. pos
Microsoft Entra ID 114 3/9 · 2× first · #2
Okta 225 3/9 · never first · #3
Terraform 12 2/9 · 1× first · #1.5
Ping Identity 33 2/9 · never first · #3
CyberArk 44 2/9 · never first · #4
AWS 57 2/9 · never first · #6
Red Hat Enterprise Linux 1 1/9 · 1× first · #1
Zod 1 1/9 · 1× first · #1
Kubernetes 2 1/9 · never first · #2
Protobuf 2 1/9 · never first · #2
OpenTofu 3 1/9 · never first · #3
Snowflake 3 1/9 · never first · #3

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 19 brands named at least once. Never mentioned here: Swept, Jobber, Janitorial Manager, ZenMaid, Housecall Pro, Connecteam, CleanTelligent, Launch27, Aspire, PocketSuite, ServiceTrade, CleanGuru, ServiceTitan, Service Autopilot, Square Appointments.

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Part of the Commercial Cleaning & Janitorial snapshot: 72 answers across 8 prompts. Full category ranking · Compare brands head-to-head · Methodology.