Eleven of fourteen models named Microsoft Entra ID first on the direct prompt; seven named Okta Workforce Identity. Both were named by all fourteen models and Microsoft Entra ID carries 72 labels and Okta Workforce Identity 73, so the shares are not directly comparable.
Named in twelve 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.
Across every category in the November 2026 Edition, Microsoft Entra ID and Okta Workforce Identity were named in the same answer 218 times, of the 600 answers naming Microsoft Entra ID and the 234 naming Okta Workforce Identity. In those answers Okta Workforce Identity took the first choice twenty-one times and Microsoft Entra ID fifty-nine.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Microsoft Entra ID when your estate is not Microsoft-centered. It can be excellent for Microsoft 365, but non-Microsoft integrations and the best value are less compelling outside that ecosystem.” Perplexity Sonar · negative 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
“Start with JumpCloud if you want a unified platform that can grow with you, or Microsoft Entra ID if you're already in the Microsoft ecosystem.” Kimi K2 · direct prompt · first choice
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
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.