Five of twelve models named Microsoft Entra ID first on the direct prompt; five named Okta Workforce Identity. Both were named by all twelve models and Microsoft Entra ID carries 63 labels and Okta Workforce Identity 27, so the shares are not directly comparable.
Named in eight categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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. Five of six in this category shown.
“Caution: Microsoft's deep integration creates significant vendor lock-in risk, and the platform's complexity leads to frequent misconfigurations.” Kimi K2 · negative prompt · soft negative
“Microsoft's identity platform has also faced vulnerabilities: Critical Vulnerabilities... multiple critical CVSS 10.0 vulnerabilities” MiniMax M2.5 · negative prompt · soft negative
“it can be less polished outside of it. Advanced governance and identity protection features are often locked behind higher-tier plans” Mistral Small · negative prompt · soft negative
“Choose Microsoft Entra ID if you are already a Microsoft-centric shop; the financial integration and native OS/security synergy are too strong to ignore.” Gemini 3.5 Flash · comparative prompt · first choice
“Leaders to Prioritize (Lower Relative Risk): Microsoft Entra ID (ecosystem lock-in but top execution in Gartner/Forrester; watch non-MS integrations)” Grok 4.1 Fast · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“avoid Okta as a single point of failure” DeepSeek V4 Flash · negative prompt · hard negative
“Premium pricing relative to alternatives; experienced a significant customer support system breach in October 2023” Qwen 3.7 Flash · negative prompt · soft negative
“Top contenders from recent analyses include Okta Workforce Identity Cloud, Microsoft Entra ID (ideal if you're Microsoft-heavy)... (check integration catalog size: Okta has 7,500+” Grok 4.1 Fast · scale prompt · first choice
“Okta is widely regarded as the "Gold Standard" for usability. It offers the fastest onboarding time for both IT admins and end-users.” Qwen 3.7 Flash · direct prompt · first choice
“Okta is the workforce IAM benchmark for mid-market and enterprise teams connecting a sprawling SaaS stack without custom API work” Claude Haiku 4.5 · direct prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.