Three of fourteen models named Lumos first on the direct prompt; one named Okta Identity Governance. Lumos was named by eleven of the fourteen models and Okta Identity Governance by fourteen and Lumos carries 32 labels and Okta Identity Governance 47, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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, Lumos and Okta Identity Governance were named in the same answer forty-seven times, of the 102 answers naming Lumos and the 156 naming Okta Identity Governance. In those answers Okta Identity Governance took the first choice four times and Lumos seven.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“it should not automatically be treated as equivalent to a full IGA suite for extensive provisioning, role engineering, legacy applications, and complex segregation-of-duties requirements” Perplexity Sonar · negative prompt · soft negative
“Okta and Microsoft Entra are identity providers that handle authentication and basic lifecycle management, but they are not full identity governance platforms” Claude Haiku 4.5 · comparative prompt · soft negative
“Governance add-ons to an access-management platform—for example, Okta Identity Governance—if you're expecting them to replace a full IGA program.” GPT-6 Luna · negative prompt · soft negative
“Excellent option if you already use Okta for SSO/Lifecycle Management and want an integrated experience.” Gemini 3.5 Flash · scale prompt · first choice
“Okta Identity Governance is the best default choice” Perplexity Sonar · direct prompt · first choice
“For broader SaaS, consider Okta or Omada.” Grok 4.20 · scale 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.