Three of fourteen models named Infisical first on the direct prompt; zero named Google Secret Manager. Infisical was named by thirteen of the fourteen models and Google Secret Manager by fourteen and Infisical carries 46 labels and Google Secret Manager 43, so the shares are not directly comparable.
Named in five categories this edition.
Named in four 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 Google Secret Manager were named in the same answer ninety-one times, of the 196 answers naming Infisical and the 146 naming Google Secret Manager. In those answers Google Secret Manager took the first choice three times and Infisical twenty-one.
| 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. Six of seven in this category shown.
“sensible for single-cloud deployments, but using each as a separate source of truth can create fragmentation and inconsistent policy across clouds” Perplexity Sonar · negative prompt · soft negative
“reasonable options in their respective environments—but they still need least-privilege access, monitoring, and lifecycle management” GPT-6 Luna · negative prompt · soft negative
“Good if you're mostly single-cloud, but often insufficient alone for multi-cloud, rotation, and developer experience.” Grok 4.20 · scale prompt · soft negative
“Best overall for low budget + simplicity: Google Cloud Secret Manager on GCP” GPT-5.4 mini · budget prompt · first choice
“Google Secret Manager — cheapest cloud-native storage: Particularly inexpensive for GCP users” Perplexity Sonar · budget prompt · alternative
“Best for Google Cloud users who want a simpler managed secrets store with strong IAM control” GPT-5.4 mini · comparative prompt · alternative
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.