Five of fourteen models named JumpCloud first on the direct prompt; three named Entro Security. JumpCloud was named by eight of the fourteen models and Entro Security by eleven and JumpCloud carries 12 labels and Entro Security 24, so the shares are not directly comparable.
Named in ten 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 non-human identity management 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. One of one in this category shown.
“JumpCloud is recommended for mid-market and enterprise IT teams looking to consolidate point tools, offering unified NHI lifecycle management” Claude Haiku 4.5 · 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.
“What to Avoid on a Tight Budget ... Entro Security | Enterprise-only; ~$50K/yr” DeepSeek V4 Flash · budget prompt · hard negative
“unlike enterprise NHI tools (e.g., CyberArk, SailPoint, Entro) that start at tens of thousands annually” Grok 4.1 Fast · budget prompt · soft negative
“CyberArk / Entro | Enterprise-grade, rotation/privileges | Higher cost” Grok 4.1 Fast · scale prompt · soft negative
“SaaS sprawl + CI/CD + API keys / tokens → Entro Starter Pack or Oasis Starter Pack via AWS Marketplace is the most frequently cited mid-market entry point.” Muse Glimmer 30B · direct prompt · first choice
“Best for Heavy CI/CD, Code, & Multi-Cloud Environments: Entro Security ... love Entro's ease of onboarding and intuitive UI” Gemini 3.5 Flash · direct prompt · first choice
“Start with Entro Security if your main objective is to inventory, secure, and govern NHIs quickly.” GPT-5.4 mini · direct 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.