Four of fourteen models named Lumos first on the direct prompt; three named Omada Identity. Lumos was named by ten of the fourteen models and Omada Identity by fourteen and Lumos carries 24 labels and Omada Identity 31, so the shares are not directly comparable.
Named in five 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 October 2026 Edition, Lumos and Omada Identity were named in the same answer twenty-two times, of the 84 answers naming Lumos and the 75 naming Omada Identity. In those answers Omada Identity took the first choice one time and Lumos 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. Four of five in this category shown.
“Caution for Hard-Compliance Environments... Feature gaps for legacy/on-prem systems” Gemini 3.5 Flash · negative prompt · soft negative
“Lumos is best for mid-market companies focused on automating access requests and approvals across SaaS apps” Muse Glimmer 30B · direct prompt · first choice
“Zluri, Lumos, ConductorOne — Built for mid-market; faster deployments ($), lower administrative burden” Qwen 3.7 Flash · scale prompt · first choice
“the best identity governance platform is usually Lumos if you want the fastest path to value” Perplexity Sonar · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Enterprise Solutions to Avoid on a Tight Budget ... Better for large, complex organizations” Kimi K2 · budget prompt · hard negative
“I would recommend Omada Identity Cloud if your priority is a true identity governance and administration (IGA) platform” Perplexity Sonar · paraphrase prompt · first choice
“I'd recommend starting your evaluation with Omada Identity Cloud because it's specifically designed for your segment” Kimi K2 · direct prompt · first choice
“I'd recommend starting with Omada or Zluri as they balance functionality with mid-market appropriateness” MiniMax M2.5 · 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.