Ten of twelve models named Doppler first on the direct prompt; two named Infisical. Doppler was named by twelve of the twelve models and Infisical by eleven and Doppler carries 54 labels and Infisical 40, so the shares are not directly comparable.
Named in one category 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 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. 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.