Three of fourteen models named Lumos first on the direct prompt; zero named Iden. Lumos was named by eleven of the fourteen models and Iden by eight and Lumos carries 32 labels and Iden 14, 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.
| 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. Three of four in this category shown.
“No engineering team + want governed access fast: AccessOwl or Iden on top of existing Entra/Okta/Google Workspace.” Muse Glimmer 30B · budget prompt · first choice
“Iden and AccessOwl are top choices for small to mid-sized companies with limited budgets” Mistral Small · budget prompt · first choice
“I'd recommend Omada Identity Cloud or Iden for a mid-sized B2B company” GLM 4.7 FlashX · 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.