Three of fourteen models named Aembit first on the direct prompt; two named Oasis Security. Aembit was named by fourteen of the fourteen models and Oasis Security by thirteen and Aembit carries 35 labels and Oasis Security 32, 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, Aembit and Oasis Security were named in the same answer fifty-four times, of the 95 answers naming Aembit and the 82 naming Oasis Security. In those answers Oasis Security took the first choice eight times and Aembit seven.
| 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. Five of six 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
“brilliant in AWS/Azure, but if you have on-prem, multi-cloud, or legacy environments, integration depth varies” DeepSeek V4 Flash · 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
“Aembit stands out as the strongest overall choice for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“For most mid-market B2B companies, I'd recommend starting with Aembit” Kimi K2 · 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.
“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
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.