Two of fourteen models named Oasis Security first on the direct prompt; zero named GitGuardian NHI Governance. Oasis Security was named by thirteen of the fourteen models and GitGuardian NHI Governance by eight and Oasis Security carries 32 labels and GitGuardian NHI Governance 21, 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 GitGuardian NHI Governance were named in the same answer thirty times, of the 82 answers naming Oasis Security and the 60 naming GitGuardian NHI Governance. In those answers GitGuardian NHI Governance took the first choice two times and Oasis Security one.
| 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. Four of five in this category shown.
“shows cons like false positives, inefficient notifications, and alert overload” Grok 4.20 · negative prompt · soft negative
“If you need a free or very low-cost solution, start with GitGuardian.” Mistral Small · budget prompt · first choice
“Top Pick: GitGuardian (Starter Tier — Free)” DeepSeek V4 Flash · budget prompt · first choice
“Choose Entro or GitGuardian when discovery begins with secrets sprawl in code, CI/CD, cloud, or collaboration systems.” Perplexity Sonar · 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.