# JumpCloud vs Token Security: which do AI models recommend for NHI management, October 2026

IT AI Recommendation Index, October 2026 Edition, Non-human identity management. Five of fourteen models named JumpCloud first on the direct prompt; two named Token Security. Page: https://it-ai-index.com/identity/non-human-identity-management/jumpcloud-vs-token-security/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| JumpCloud | 14% | #1 of 16 | 8% | 12 | 8 of 14 |
| Token Security | 5% | #8 of 16 | 9% | 11 | 6 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: jumpcloud first (first choices: JumpCloud) (alternatives: Delinea, HashiCorp Vault, Natoma, Oasis Security)
- Grok 4.1 Fast: jumpcloud first (first choices: JumpCloud) (alternatives: Aembit, Akeyless, Astrix Security, One Identity)
- Qwen 3.7 Flash: jumpcloud first (first choices: JumpCloud) (alternatives: Aembit, Akeyless, One Identity)
- Kimi K2: jumpcloud first (first choices: JumpCloud) (alternatives: Aembit, P0 Security)
- MiniMax M2.5: jumpcloud first (first choices: JumpCloud) (alternatives: Oasis Security, One Identity, Saviynt Identity Cloud)
- DeepSeek V4 Flash: token security first (first choices: Token Security) (alternatives: Astrix Security, Entro Security)
- GPT-6 Luna: token security first (first choices: Token Security) (alternatives: Aembit, Astrix Security, Cisco, Cyera, Entro Security, Oasis, SailPoint)
- Muse Glimmer 30B: neither first, one named (first choices: Entro Security, Oasis) (alternatives: Aembit, AppViewX, CyberArk Identity Security Platform, Defakto, HashiCorp Vault, JumpCloud, Keyfactor, Venafi)
- GPT-5.4 mini: neither named (first choices: Entro Security) (alternatives: Akeyless, One Identity Manager)
- Gemini 3.5 Flash: neither named (first choices: Entro Security) (alternatives: Aembit, Akeyless, Oasis Security)
- Perplexity Sonar: neither named (first choices: Frontegg) (alternatives: Descope, OneLogin, Stytch, WorkOS)
- Mistral Small: neither named (first choices: Aembit) (alternatives: Entro Security, Oasis Security)
- Llama 4 Maverick: neither named (alternatives: One Identity)
- GLM 4.7 FlashX: neither named (first choices: Microsoft Entra ID) (alternatives: KeeperPAM, Oasis Security, One Identity)

## What the models said about JumpCloud

- "JumpCloud is recommended for mid-market and enterprise IT teams looking to consolidate point tools, offering unified NHI lifecycle management" (Claude Haiku 4.5, direct prompt, first choice)

## What the models said about Token Security

- "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)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.