Zero of fourteen models named One Identity Manager first on the direct prompt; zero named JumpCloud. One Identity Manager was named by thirteen of the fourteen models and JumpCloud by eight and One Identity Manager carries 32 labels and JumpCloud 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in ten 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.
| 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. Six of seven in this category shown.
“be cautious with enterprise-scale suites like SailPoint IdentityIQ, Saviynt and One Identity because of administrative overhead and TCO” Muse Glimmer 30B · negative prompt · soft negative
“require custom quotes and have enterprise IGA contracts that typically range from $100,000 to $500,000+ per year” Llama 4 Maverick · budget prompt · soft negative
“Support quality has been a recurring complaint with delayed responses and insufficient hotfix communication” Claude Haiku 4.5 · negative prompt · soft negative
“OneLogin and One Identity are top choices due to their scalability, modularity, and strong governance features” Mistral Small · paraphrase prompt · first choice
“### 1. One Identity Identity Manager ... it is proven and stable.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Need modular on-prem/hybrid governance + PAM with phased adoption → One Identity Identity Manager / Active Roles.” Muse Glimmer 30B · direct prompt · alternative
No label in this category carried a quote.
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.