Zero of fourteen models named GitGuardian NHI Governance first on the direct prompt; one named Aembit. GitGuardian NHI Governance was named by ten of the fourteen models and Aembit by nine and GitGuardian NHI Governance carries 13 labels and Aembit 16, 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 October 2026 Edition, GitGuardian NHI Governance and Aembit were named in the same answer fourteen times, of the 35 answers naming GitGuardian NHI Governance and the 51 naming Aembit. In those answers Aembit took the first choice nine times and GitGuardian NHI Governance 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 4.1 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. Four of five in this category shown.
“Newer, smaller market share” GLM 4.7 FlashX · comparative prompt · soft negative
“Aembit stands out as the best pure-play non-human identity management platform” Mistral Small · direct prompt · first choice
“Aembit is my pick for low-cost managed workload access” GPT-6 Luna · budget prompt · first choice
“Secretless workload-to-workload access—replacing static credentials rather than just cataloging them | Aembit” GPT-6 Luna · direct 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.