Four of fourteen models named Microsoft Entra ID Governance first on the direct prompt; three named Lumos. Microsoft Entra ID Governance was named by fourteen of the fourteen models and Lumos by eleven and Microsoft Entra ID Governance carries 58 labels and Lumos 32, 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 identity governance page.
Across every category in the November 2026 Edition, Microsoft Entra ID Governance and Lumos were named in the same answer fifty-eight times, of the 190 answers naming Microsoft Entra ID Governance and the 102 naming Lumos. In those answers Lumos took the first choice six times and Microsoft Entra ID Governance thirteen.
| 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 seven in this category shown.
“Microsoft Entra ID Governance as a universal IGA replacement... governance for non-Microsoft, legacy, mainframe, ERP, and custom applications can be thinner” Perplexity Sonar · negative prompt · soft negative
“Microsoft Entra ID Governance if you need deep governance across a heterogeneous, legacy-heavy application estate.” GPT-6 Luna · negative prompt · soft negative
“works well within its ecosystem but lacks depth for complex enterprise scenarios” Kimi K2 · negative prompt · soft negative
“affordable with domain-based licensing and unlimited objects, making it ideal if your organization is already Microsoft-centric” Claude Haiku 4.5 · budget prompt · first choice
“If I had to pick one default recommendation for most mid-sized B2B firms, I'd lean Microsoft Entra ID Governance” GPT-5.4 mini · paraphrase prompt · first choice
“the default recommendation is Microsoft Entra ID Governance if your organization already uses Microsoft 365” Perplexity Sonar · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“a cloud-native SaaS management + IGA platform such as Lumos, Corma for EU, or Zluri gives you provisioning, access reviews and certification” Muse Glimmer 30B · direct prompt · first choice
“or Lumos if you want a modern, fast-to-deploy, SaaS-first platform that won't require a dedicated IAM team” DeepSeek V4 Flash · direct prompt · first choice
“Best Overall for SaaS-First B2B Companies: Lumos or ConductorOne” Gemini 3.5 Flash · direct 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.