Ten of twelve models named Doppler first on the direct prompt; three named HashiCorp Vault. Both were named by all twelve models and Doppler carries 54 labels and HashiCorp Vault 66, so the shares are not directly comparable.
Named in one category 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 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 eight in this category shown.
“Some developer-focused SaaS tools (like Doppler, Keeper) may be convenient but could introduce vendor lock-in or require careful evaluation of their security model” Mistral Small · negative prompt · soft negative
“Doppler is incredibly popular for its developer experience, but it is entirely closed-source and SaaS-only” Gemini 3.5 Flash · negative prompt · soft negative
“Cloud-only SaaS — a third party sits in your secret path.” DeepSeek V4 Flash · negative prompt · soft negative
“The best secrets management tool for a company with a limited budget is likely to be a developer-focused tool such as Doppler, Infisical, or EnvManager” Llama 4 Maverick · budget prompt · first choice
“The Best All-Rounder (Startups & SaaS)... If you have Developers: Choose Doppler (start with the free tier, move to paid later).” Qwen 3.7 Flash · budget prompt · first choice
“Best-in-class UI/UX, incredibly fast onboarding, excellent CLI... Set up a trial of Doppler or Infisical” Gemini 3.5 Flash · scale 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.
“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
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.