Three of fourteen models named Lumos first on the direct prompt; one named SailPoint Identity Security Cloud. Lumos was named by eleven of the fourteen models and SailPoint Identity Security Cloud by thirteen and Lumos carries 32 labels and SailPoint Identity Security Cloud 53, so the shares are not directly comparable.
Named in three 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 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 SailPoint Identity Security Cloud were named in the same answer fifty-three times, of the 102 answers naming Lumos and the 221 naming SailPoint Identity Security Cloud. In those answers SailPoint Identity Security Cloud took the first choice ten times and Lumos eight.
| 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 seven in this category shown.
“Avoid SailPoint and similar enterprise tools unless you have six-figure annual budgets” Kimi K2 · budget prompt · hard negative
“What I'd Avoid for Mid-Sized Companies ... SailPoint | Overkill for mid-market” Kimi K2 · paraphrase prompt · hard negative
“What to Avoid - SailPoint and Saviynt: ... overkill for mid-market companies” Kimi K2 · direct prompt · hard negative
“Strongest in access certification, role management, and AI-driven analytics (IdentityAI). Excellent for complex, large-scale enterprises” Grok 4.20 · comparative prompt · first choice
“Typically viewed as the category leader for large enterprises with complex joiner-mover-leaver processes” GPT-5.4 mini · comparative prompt · first choice
“Market leader; highest overall score (4.6/5) | Extensive governance, compliance focus, AI‑driven analytics” GLM 4.7 FlashX · comparative 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.