One of fourteen models named Akeyless Identity Security Platform first on the direct prompt; one named Token Security. Akeyless Identity Security Platform was named by thirteen of the fourteen models and Token Security by ten and Akeyless Identity Security Platform carries 47 labels and Token Security 17, so the shares are not directly comparable.
Named in one category 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 | DirectAI | ParaphraseAI | ComparativeAI | Budget-constrainedAI | Scale-constrainedAI | NegativeAI |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | AI | AI | AI | |||
| Gemini 3.5 Flash | AI | AI | ||||
| Perplexity Sonar | AI | AI | ||||
| Grok 4.20 | AI | AI | ||||
| Mistral Small | AI | AI | AI | |||
| DeepSeek V4 Flash | AI | AI | AI | AI | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | AI | AI | AI | AI | AI | |
| Kimi K2 | AI | AI | AI | |||
| GLM 4.7 FlashX | AI | AI | AI | |||
| MiniMax M2.5 | AI | |||||
| 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 eight in this category shown.
“also strong but may be better suited for engineering-led teams or those with more complex needs, as they tend to have enterprise-focused pricing models” Mistral Small · budget prompt · soft negative
“strong secret-management capabilities do not automatically equal comprehensive NHI governance” Perplexity Sonar · negative prompt · soft negative
“these are enterprise-priced (often $10k–$100k+ per year)” GLM 4.7 FlashX · budget prompt · soft negative
“I'd suggest starting with JumpCloud or Akeyless as they offer free tiers and scalable pricing” MiniMax M2.5 · budget prompt · first choice
“Cakewalk and Akeyless are currently the leading recommendations for this specific segment” Qwen 3.7 Flash · direct prompt · first choice
“I recommend Akeyless as the top choice for machine identity and service account security.” Grok 4.20 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Newer or Less Proven Startups (e.g., Oasis Security, Token Security, Clutch Security, Entro Security, Astrix Security)” Grok 4.20 · negative prompt · soft negative
“Strong at visibility, but its lifecycle and governance features were less mature compared to leaders.” DeepSeek V4 Flash · negative prompt · soft negative
“Token Security is my first shortlist pick for broad NHI governance” GPT-6 Luna · direct prompt · first choice
“strong on discovery, visibility, ownership, dependency tracking, and risk analysis for non-human identities” GPT-5.4 mini · paraphrase prompt · alternative
“A newer entrant focused on AI and bot identity.” Qwen 3.7 Flash · comparative prompt · alternative
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.