Seven of fourteen models named Okta Workforce Identity first on the direct prompt; zero named OneLogin. Okta Workforce Identity was named by fourteen of the fourteen models and OneLogin by thirteen and Okta Workforce Identity carries 73 labels and OneLogin 41, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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, Okta Workforce Identity and OneLogin were named in the same answer ninety-six times, of the 234 answers naming Okta Workforce Identity and the 127 naming OneLogin. In those answers OneLogin took the first choice six times and Okta Workforce Identity twenty-eight.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Since being acquired by One Identity, product priorities and support experiences have shifted.” Gemini 3.5 Flash · negative prompt · soft negative
“viable for very basic needs but rank lower in overall reviews for features and support” Grok 4.20 · budget prompt · soft negative
“History of a severe breach... makes it riskier for mission-critical environments” Grok 4.20 · negative prompt · soft negative
“JumpCloud or OneLogin would be the best starting points for a budget-conscious company” MiniMax M2.5 · budget prompt · first choice
“OneLogin is the best independent value proposition for mid-market teams.” DeepSeek V4 Flash · paraphrase prompt · first choice
“The balanced mid-market default is OneLogin” Muse Glimmer 30B · 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.