Two of fourteen models named Oasis Security first on the direct prompt; one named Token Security. Oasis Security was named by thirteen of the fourteen models and Token Security by ten and Oasis Security carries 32 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.
Across every category in the November 2026 Edition, Oasis Security and Token Security were named in the same answer thirty-two times, of the 82 answers naming Oasis Security and the 35 naming Token Security. In those answers Token Security took the first choice one time and Oasis Security three.
| 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. Six of eight in this category shown.
“Avoid starting with Astrix, Oasis, Entro, or similar dedicated NHI platforms on a tight budget” Perplexity Sonar · budget prompt · hard negative
“Avoid commercial platforms like Astrix, Oasis, Entro, CyberArk/Venafi, or Keyfactor” Kimi K2 · budget prompt · hard negative
“Oasis Security was acquired by Cyera in 2026 for ~$1B. Post-acquisition integration can lead to roadmap shifts, reduced support, or feature deprecation” Grok 4.20 · negative prompt · soft negative
“look especially at Aembit, Oasis Security, and Astrix — they've been noted as particularly well-suited for mid-market/cloud-first teams” DeepSeek V4 Flash · scale prompt · first choice
“1. Oasis Security ... Select Oasis, Astrix, or Entro if your main problem is identity sprawl and blind spots” Gemini 3.5 Flash · comparative prompt · first choice
“Market-leading end-to-end NHI lifecycle platform; strong focus on AI agents and agentic access” GLM 4.7 FlashX · comparative 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.