Three of twelve models named HashiCorp Vault first on the direct prompt; two named Infisical. HashiCorp Vault was named by twelve of the twelve models and Infisical by eleven and HashiCorp Vault carries 66 labels and Infisical 40, so the shares are not directly comparable.
Named in four categories this edition.
Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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. Six of seven in this category shown.
“the massive operational overhead required to deploy, patch, and scale a self-hosted Vault cluster make it a poor recommendation for mid-sized companies” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Vault is notoriously difficult to configure, maintain, and scale... the operational "Vault tax" is rarely worth it for a mid-market company” Gemini 3.5 Flash · direct prompt · hard negative
“HashiCorp explicitly says Vault Kubernetes Key Management is a beta feature and "strongly discourage[s] using beta features in production deployments of Vault."” GPT-5.4 mini · negative prompt · soft negative
“If you're multi-cloud, hybrid, or on-prem + cloud ... → invest in HashiCorp Vault. It's the only option that governs secrets across every environment from one control plane” DeepSeek V4 Flash · paraphrase prompt · first choice
“Vault is arguably the most popular standalone solution... If you are an Enterprise with mixed environments: You likely need HashiCorp Vault or CyberArk.” Qwen 3.7 Flash · comparative prompt · first choice
“I'd recommend starting with HashiCorp Vault—ideally the open-source Community Edition (free) self-hosted, or their managed HCP Vault” Grok 4.1 Fast · paraphrase 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.
“Younger ecosystem; also note that Infisical Cloud dropped default end-to-end encryption” DeepSeek V4 Flash · negative prompt · soft negative
“Infisical may be a relatively new and untested ecosystem” Llama 4 Maverick · negative prompt · soft negative
“For the best balance of cost and features, Infisical (self-hosted) and Bitwarden Secrets Manager (SaaS) are the most budget-friendly options” Mistral Small · budget prompt · first choice
“Doppler or Infisical are solid choices due to their balance of features, ease of use, and developer-friendly approach” Claude Haiku 4.5 · direct prompt · first choice
“A modern, developer-friendly open-source alternative to Doppler... Set up a trial of Doppler or Infisical” Gemini 3.5 Flash · scale prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.