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

A large enterprise should standardize on a well-governed enterprise platform or process, but your question is missing the key noun after “undefined.” If you mean: LLM / AI platform: standardize on one with strong identity and access control private deployment or VPC options audit logs data residency controls encryption model governance and approval workflows vendor risk/compliance certifications like SOC 2, ISO…

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

AWS leads on mention count and dominates first-place slots with an average position of 1.2, but its absence from all 3 ChatGPT answers shows fragile, model-dependent visibility. Okta matches AWS on raw mentions yet never earns the top slot, making it a supporting character while the actual category leaders JobNimbus, AccuLynx, Roofr, and Jobber go completely unmentioned across all 9 answers.

AI-generated read of the September 2026 measurements.

Who wins this question

Contested

ChatGPTClaudeGemini mentioned · first · avg. pos
AWS 11112 5/9 · 4× first · #1.2
Okta 42644 5/9 · never first · #4
Azure 222 3/9 · never first · #2
Microsoft Entra ID 153 3/9 · 1× first · #3
Terraform 336 3/9 · never first · #4
Microsoft Azure 21 2/9 · 1× first · #1.5
GCP 33 2/9 · never first · #3
OpenTofu 47 2/9 · never first · #5.5
Red Hat Enterprise Linux 65 2/9 · never first · #5.5
Ping Identity 3 1/9 · never first · #3
ForgeRock 4 1/9 · never first · #4
CyberArk 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 19 brands named at least once. Never mentioned here: JobNimbus, AccuLynx, Roofr, Jobber, Leap, CompanyCam, ServiceTitan, EagleView, Buildertrend, Hover, RoofSnap, HubSpot, Contractor Foreman.

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