Zero of fourteen models named GitGuardian NHI Governance first on the direct prompt; zero named HashiCorp Vault. GitGuardian NHI Governance was named by ten of the fourteen models and HashiCorp Vault by fourteen and GitGuardian NHI Governance carries 13 labels and HashiCorp Vault 40, so the shares are not directly comparable.
Named in one category this edition.
Named in five categories 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 | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Four of five in this category shown.
“also mentioned as free or low-cost options, but they are more specialized and may not cover all non-human identity management needs” Mistral Small · budget prompt · soft negative
“GitGuardian offers the easiest entry point with its free tier and transparent pricing model, making it ideal for companies just starting with NHI management.” Claude Haiku 4.5 · budget prompt · first choice
“I'd start with JumpCloud's free tier or GitGuardian's free tier” MiniMax M2.5 · budget prompt · first choice
“the strongest low-cost option in the results is GitGuardian” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Pure secrets managers (HashiCorp Vault alone): Don't solve the full NHI governance problem” Kimi K2 · direct prompt · hard negative
“HashiCorp Vault (open-source Community Edition) stands out as the best non-human identity management (NHIAM) platform for a company with a limited budget.” Grok 4.1 Fast · budget 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.