# SOPS: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 13 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/sops

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secrets management](https://www.gane.ai/index/it/identity/secrets-management/index.md) | 0% | 9 | 0% | 13 |

## What the models said for it

- "What to use instead: SOPS (Secrets OPerationS) combined with AWS KMS/GCP KMS/Age" (Gemini 3.5 Flash, Secrets)
- "Lightweight tools for encrypting secrets directly in Git (Infrastructure as Code). Ideal for small teams or Kubernetes deployments" (Qwen 3.7 Flash, Secrets)
- "OpenBao and SOPS, which are fully open-source and free but may require more development resources and complexity" (Llama 4 Maverick, Secrets)
- "Best For: Teams that prefer file-based secrets management and use version control for configuration files." (Mistral Small, Secrets)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 1 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named SOPS, from 25 of the 29 answers that named it (only the models that return a source list).

### Domains cited

- infisical.com: 14
- akeyless.io: 12
- securityboulevard.com: 12
- github.com: 9
- g2.com: 7
- startwithidentity.com: 7
- cheatsheetseries.owasp.org: 6
- digital.va.gov: 6
- dupple.com: 5
- ibm.com: 5

### Pages cited

- https://cheatsheetseries.owasp.org/cheatsheets/Secrets_Management_Cheat_Sheet.html: 6
- https://securityboulevard.com/2024/02/top-secrets-management-tools-for-2024: 6
- https://akeyless.io/blog/the-essential-guide-to-secrets-management: 5
- https://digital.va.gov/wp-content/uploads/2024/12/Secrets-Management-ETG_12_2024.docx: 5
- https://dupple.com/learn/best-secrets-management-tools: 5
- https://securityboulevard.com/2026/05/top-16-secrets-management-tools-and-platforms-for-2026-compared: 5
- https://akeyless.io/blog/azure-key-vault-alternatives: 4
- https://bestdevops.com/top-10-secrets-management-tools-features-pros-cons-and-comparison: 4

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.