Three of fourteen models named Aembit first on the direct prompt; zero named GitGuardian NHI Governance. Aembit was named by fourteen of the fourteen models and GitGuardian NHI Governance by eight and Aembit carries 35 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, Aembit and GitGuardian NHI Governance were named in the same answer thirty-seven times, of the 95 answers naming Aembit and the 60 naming GitGuardian NHI Governance. In those answers GitGuardian NHI Governance took the first choice three 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. 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.