Non-human identity management · October 2026 Edition
GitGuardian NHI Governance vs Token Security
Zero of fourteen models named GitGuardian NHI Governance first on the direct prompt; two named Token Security. GitGuardian NHI Governance was named by ten of the fourteen models and Token Security by six and GitGuardian NHI Governance carries 13 labels and Token Security 11, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share9%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate8%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#8A position in a field of 16; printed, not drawn.
Labels1311A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, GitGuardian NHI Governance reading right to left. Rank and label count are printed, not drawn.JumpCloud vs GitGuardian NHI Governance · JumpCloud vs Token Security · Entro Security vs GitGuardian NHI Governance
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
GitGuardian NHI GovernanceFirst choices, of fourteen modelsToken Security
Direct02
Paraphrase00
Comparative00
Budget-constrained401 against GitGuardian NHI Governance · 1 against Token Security
Scale-constrained00
Negative01
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where GitGuardian NHI Governance and Token Security stood in it.
| 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 |
GitGuardian NHI Governance Token Security first choice named as an alternative argued againstblank: not namedEach cell is one answer, GitGuardian NHI Governance on the left and Token Security on the right.The direct prompt
The plain question, one answer per model, grouped by where GitGuardian NHI Governance and Token Security stood in it.
Token Security first, GitGuardian NHI Governance not the choice
2 of 14 modelsGitGuardian NHI Governance was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashToken Security alternatives: Astrix Security, Entro Security
GPT-6 LunaToken Security alternatives: Aembit, Astrix Security, Cisco, Cyera, Entro Security, Oasis, SailPoint
Neither was named
12 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5JumpCloud alternatives: Delinea, HashiCorp Vault, Natoma, Oasis Security
GPT-5.4 miniEntro Security alternatives: Akeyless, One Identity Manager
Gemini 3.5 FlashEntro Security alternatives: Aembit, Akeyless, Oasis Security
Perplexity SonarFrontegg alternatives: Descope, OneLogin, Stytch, WorkOS
Grok 4.1 FastJumpCloud alternatives: Aembit, Akeyless, Astrix Security, One Identity
Mistral SmallAembit alternatives: Entro Security, Oasis Security
Llama 4 Maverickno first choice alternatives: One Identity
Qwen 3.7 FlashJumpCloud alternatives: Aembit, Akeyless, One Identity
Kimi K2JumpCloud alternatives: Aembit, P0 Security
GLM 4.7 FlashXMicrosoft Entra ID alternatives: KeeperPAM, Oasis Security, One Identity
MiniMax M2.5JumpCloud alternatives: Oasis Security, One Identity, Saviynt Identity Cloud
Muse Glimmer 30BEntro Security, Oasis alternatives: Aembit, AppViewX, CyberArk Identity Security Platform, Defakto, HashiCorp Vault, JumpCloud, Keyfactor, Venafi
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
GitGuardian NHI Governance leads by four points.
GitGuardian NHI Governance4%#7 of 17Token Security0%#14 of 17Mid-marketThe figures above
GitGuardian NHI Governance leads by five points.
GitGuardian NHI Governance9%#3 of 16Token Security5%#8 of 16Enterprise
Level: the same share of first choices.
GitGuardian NHI Governance0%#– of 15Token Security0%#– of 15What the models said about GitGuardian NHI Governance
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
What the models said about Token Security
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Token Security | ~$50K–$100K/yr starter packages” DeepSeek V4 Flash · budget prompt · hard negative
“Oasis Security, Token Security, and Clutch are highlighted as more purpose-built for NHI management, so they may be safer choices” Mistral Small · negative prompt · first choice
“Go with Token Security — it's purpose-built, independent, and scales well for mid-tier orgs” DeepSeek V4 Flash · direct prompt · first choice
“My default pick: Token Security” GPT-6 Luna · direct prompt · first choice
Also compared
JumpCloud vs GitGuardian NHI GovernanceJumpCloud vs Token SecurityEntro Security vs GitGuardian NHI GovernanceEntro Security vs Token SecurityGitGuardian NHI Governance vs AkeylessGitGuardian NHI Governance vs HashiCorp VaultGitGuardian NHI Governance vs DelineaGitGuardian NHI Governance vs AembitAkeyless vs Token SecurityHashiCorp Vault vs Token SecurityDelinea vs Token SecurityAembit vs Token SecurityAll twenty-eight head-to-head pages and the full NHI management standing
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.