Three of fourteen models named Infisical first on the direct prompt; zero named AWS Secrets Manager. Infisical was named by thirteen of the fourteen models and AWS Secrets Manager by fourteen and Infisical carries 46 labels and AWS Secrets Manager 69, so the shares are not directly comparable.
Named in five categories this edition.
Named in five categories this edition.
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 secrets management page.
Across every category in the November 2026 Edition, Infisical and AWS Secrets Manager were named in the same answer 136 times, of the 196 answers naming Infisical and the 244 naming AWS Secrets Manager. In those answers AWS Secrets Manager took the first choice three times and Infisical forty-two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Other niche or less-mature tools (e.g., Infisical, Doppler, Akeyless as Vault alternatives ... Newer tools may have smaller communities” Grok 4.20 · negative prompt · soft negative
“Start with Infisical (Cloud) or Doppler. They are designed to lower the cognitive load for small teams.” Qwen 3.7 Flash · budget prompt · first choice
“Infisical (open-source self-hosted edition) is often the best choice for a company with a limited budget.” Grok 4.20 · budget prompt · first choice
“The best secrets management tool for a company with a limited budget is Infisical, which offers a free tier” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Not recommended for small teams due to vendor lock-in and complexity.” Mistral Small · negative prompt · hard negative
“AWS Secrets Manager (costs add up)” Kimi K2 · budget prompt · hard negative
“Integrate HashiCorp Vault, AWS Secrets Manager, or Azure Key Vault instead of native Kubernetes secrets.” Muse Glimmer 30B · negative prompt · first choice
“Start with AWS Secrets Manager or Azure Key Vault if you're cloud-native” Claude Haiku 4.5 · paraphrase prompt · first choice
“If you're AWS-heavy, choose AWS Secrets Manager.” GPT-6 Luna · paraphrase prompt · first choice
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.