Three of fourteen models named Microsoft Entra ID first on the direct prompt; five named OneLogin. Microsoft Entra ID was named by fourteen of the fourteen models and OneLogin by twelve and Microsoft Entra ID carries 67 labels and OneLogin 41, so the shares are not directly comparable.
Named in thirteen categories this edition.
Named in six 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 October 2026 Edition, Microsoft Entra ID and OneLogin were named in the same answer 103 times, of the 543 answers naming Microsoft Entra ID and the 131 naming OneLogin. In those answers OneLogin took the first choice nine times and Microsoft Entra ID thirty-six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. One of one in this category shown.
“Bottom Line: For most small businesses with tight budgets, Microsoft Entra ID (if on M365) or OneLogin Basic ($3/user/month) offer the best balance of features and cost.” Qwen 3.7 Flash · budget 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.
“This is currently the highest-risk scenario for enterprises... your costs may skyrocket; if you are looking to buy, the long-term roadmap is opaque.” Qwen 3.7 Flash · negative prompt · hard negative
“Avoid OneLogin if you are a fast-growing enterprise with complex hybrid-cloud environments” Gemini 3.5 Flash · negative prompt · hard negative
“It is recommended to avoid OneLogin for primary workforce identity use cases.” Mistral Small · negative prompt · hard negative
“the most practical workforce identity choice in the results is OneLogin (by One Identity), which is explicitly described as the budget-tier choice” Perplexity Sonar · budget prompt · first choice
“OneLogin is a strong fit for mid-market companies that want enterprise-grade SSO and MFA without the implementation timeline of the largest suites.” Muse Glimmer 30B · direct prompt · first choice
“OneLogin - A strong fit for mid-market companies that want enterprise-grade SSO and MFA without the implementation timeline of the largest suites.” Llama 4 Maverick · 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.