Okta Workforce Identity vs Google Cloud Identity
Seven of fourteen models named Okta Workforce Identity first on the direct prompt; zero named Google Cloud Identity. Okta Workforce Identity was named by fourteen of the fourteen models and Google Cloud Identity by seven and Okta Workforce Identity carries 73 labels and Google Cloud Identity 10, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the Workforce identity and SSO page.
By framing
Okta Workforce IdentityFirst choices, of fourteen modelsGoogle Cloud Identity
Across every category in the November 2026 Edition, Okta Workforce Identity and Google Cloud Identity were named in the same answer forty-seven times, of the 234 answers naming Okta Workforce Identity and the 63 naming Google Cloud Identity. In those answers Google Cloud Identity took the first choice four times and Okta Workforce Identity seven.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| Mistral Small | | | | | | |
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | | |
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | | | | |
| Muse Glimmer 30B | | | | | |
Okta Workforce Identity Google Cloud Identity first choice named as an alternative argued againstblank: not namedEach cell is one answer, Okta Workforce Identity on the left and Google Cloud Identity on the right.The direct prompt
Okta Workforce Identity first, Google Cloud Identity not the choice
7 of 14 modelsGoogle Cloud Identity was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Okta Workforce Identity7%#3 of 9Google Cloud Identity2%#5 of 9Okta Workforce Identity27%#2 of 9Google Cloud Identity2%#5 of 9Okta Workforce Identity41%#2 of 10Google Cloud Identity0%#– of 10What the models said about Okta Workforce Identity
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Okta without careful tenant hardening and incident-readiness. Its integration breadth is strong, but recent security concerns mean you should validate administrative controls” Perplexity Sonar · negative prompt · soft negative
“Often recommended only for organizations with complex compliance needs or larger budgets. For small teams (under 50 employees), it may be overkill and too expensive” Mistral Small · negative prompt · soft negative
“Best for broad integrations, but not the cheapest: Okta — powerful and widely integrated, but its pricing starts around $6 per user monthly” Perplexity Sonar · budget prompt · soft negative
“stick to the core Identity capabilities provided by your directory provider (Microsoft Entra ID or Okta) which are generally robust and low-maintenance” Qwen 3.7 Flash · negative prompt · first choice
“Cloud-native leader with broad integrations... Popular for mid-market; excels in app catalog and automation. Often scores top in Forrester/Gartner” Grok 4.20 · scale prompt · first choice
“Okta or Microsoft Entra ID are the top recommendations due to their broad adoption, ease of integration, and strong feature sets” Mistral Small · paraphrase prompt · first choice
What the models said about Google Cloud Identity
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Already use Google Workspace? Start with Google Cloud Identity Free. Google offers a free edition for core identity” GPT-6 Luna · budget prompt · first choice
“It can be a sensible fit when Google is already the center of workplace IT” GPT-6 Luna · comparative prompt · alternative
“Best if you're Google Workspace‑centric: Google Cloud Identity” GLM 4.7 FlashX · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.