Five of fourteen models named JumpCloud first on the direct prompt; zero named Akeyless. JumpCloud was named by eight of the fourteen models and Akeyless by eleven and JumpCloud carries 12 labels and Akeyless 28, so the shares are not directly comparable.
Named in ten 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 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. Four of five in this category shown.
“Akeyless is noted as "Approaches NHI security from the credential layer, so estate-wide NHI discovery, ownership attribution, and posture governance are" limited.” Muse Glimmer 30B · negative prompt · soft negative
“Positioned as a secrets-management-first platform for NHIs, so it is strongest when you want centralized secret and key management at scale.” Perplexity Sonar · comparative prompt · first choice
“Akeyless is a strong starting point if you want a single platform focused on machine identities, secrets, and service accounts” GPT-5.4 mini · paraphrase prompt · first choice
“start with Akeyless or Delinea Secret Server Cloud” Kimi K2 · 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.