# Non-human identity management for small business buyers: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "non-human identity management platform" and as "machine identity and service account security tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/identity/non-human-identity-management/smb/

**Standing:** JumpCloud leads with 20% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | JumpCloud | 20% | 7% | 30 |
| 2 | Aembit | 10% | 0% | 20 |
| 3 | Infisical | 10% | 7% | 15 |
| 4 | HashiCorp Vault | 6% | 30% | 30 |
| 5 | Akeyless | 4% | 4% | 26 |
| 6 | Doppler | 4% | 7% | 14 |
| 7 | GitGuardian NHI Governance | 4% | 0% | 14 |
| 8 | Microsoft Entra ID | 4% | 8% | 12 |
| 9 | Okta | 4% | 46% | 13 |
| 10 | Oasis Security | 2% | 39% | 18 |
| 11 | Delinea | 2% | 60% | 10 |
| 12 | Astrix Security | 2% | 52% | 21 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Astrix Security; alternatives Oasis Security, Token Security
- GPT-5.4 mini: HashiCorp Vault; alternatives Aembit, Teleport
- Gemini 3.5 Flash: Aembit; alternatives Akeyless, Clutch Security, GitGuardian NHI Governance, IAM Roles for Service Accounts
- Perplexity Sonar: Descope, JumpCloud; alternatives Oasis Security, One Identity
- Grok 4.1 Fast: JumpCloud; alternatives Apono, Entro Security, HashiCorp Vault, Microsoft Entra ID
- Mistral Small: SailPoint; alternatives Descope, One Identity
- DeepSeek V4 Flash: Aembit; alternatives Doppler, HashiCorp Vault
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: HashiCorp Vault; alternatives AWS IAM Roles Anywhere, Akeyless, Doppler, JumpCloud
- Kimi K2: GitGuardian NHI Governance; alternatives Akeyless, JumpCloud
- GLM 4.7 FlashX: JumpCloud; alternatives 1Password, Okta
- MiniMax M2.5: JumpCloud; alternatives Aembit, Microsoft Entra ID
- GPT-6 Luna: Aembit; alternatives Infisical
- Muse Glimmer 30B: HashiCorp Vault; alternatives Teleport

## Sources the answers cite

79 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- startupstash.com: 39 answers, 41 citations
- expertinsights.com: 39 answers, 40 citations
- cybersecuritynews.com: 36 answers, 46 citations
- sourceforge.net: 34 answers, 38 citations
- oneidentity.com: 32 answers, 32 citations
- cyberpress.org: 29 answers, 36 citations
- startwithidentity.com: 24 answers, 32 citations
- almcorp.com: 24 answers, 24 citations

Pages named in the most answers:

- https://expertinsights.com/identity-and-access-management/top-nhi-management-solutions (38 answers)
- https://startupstash.com/top-non-human-identity-management-platforms (32 answers)
- https://cybersecuritynews.com/best-iam-solutions (30 answers)
- https://oneidentity.com/learn/top-non-human-identity-and-agentic-ai-security-tools.aspx (30 answers)
- https://sourceforge.net/software/non-human-identity-management (29 answers)
- https://almcorp.com/blog/best-identity-and-access-management-tools (24 answers)
- https://cyberpress.org/ciem-tools-by-business-size-2 (20 answers)
- https://wwt.com/blog/non-human-identity-security-platform-assessment (20 answers)
- https://cybersecmanager.net/best-non-human-identity-management-platforms (19 answers)
- https://g2.com/categories/non-human-identity-management-nhim-solutions (15 answers)

## Warned against

- SailPoint: 10 of 14 labels negative. "Platforms that are generally overkill / high caution for SMBs ... SailPoint ... "Less suited to smaller teams as reviews consistently note deployment complexity and enterprise-level cost"" (Muse Glimmer 30B, negative prompt)
- CyberArk Identity Security Platform: 14 of 17 labels negative. "Platforms to Avoid or Be Cautious About... CyberArk: ... expensive for smaller orgs ... not ideal for SMBs" (Grok 4.1 Fast, negative prompt)
- Astrix Security: 11 of 21 labels negative. "Starting around $300K base per year... entirely outside a small business budget." (DeepSeek V4 Flash, negative prompt)
- Entro Security: 10 of 28 labels negative. "What to Avoid - Entro Security and Oasis Security: These dedicated NHI platforms are enterprise-focused" (Kimi K2, budget prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.