SOPS
Why models recommend it
“What to use instead: SOPS (Secrets OPerationS) combined with AWS KMS/GCP KMS/Age”Gemini 3.5 Flash · Negative question · first choice
“Lightweight tools for encrypting secrets directly in Git (Infrastructure as Code). Ideal for small teams or Kubernetes deployments”Qwen 3.7 Flash · Comparative question · alternative
“OpenBao and SOPS, which are fully open-source and free but may require more development resources and complexity”Llama 4 Maverick · Budget-constrained question · alternative
“Best For: Teams that prefer file-based secrets management and use version control for configuration files.”Mistral Small · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as SOPS, over the 29 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 25 | 5 | View → | |
| 25 | 1 | View → | |
| 24 | 11 | View → | |
| 22 | 6 | View → | |
| 21 | 1 | View → | |
| 21 | 1 | View → | |
| 16 | 0 | View → | |
| 14 | 0 | View → | |
| 12 | 0 | View → | |
| 11 | 0 | View → |
What the models named instead of SOPS →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 25 of the 29 answers that named SOPS and are not a share of its labels.
Domains cited
No domain is on file for SOPS, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
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 |