Nine of fourteen models named Doppler first on the direct prompt; zero named 1Password. Doppler was named by thirteen of the fourteen models and 1Password by fourteen and Doppler carries 51 labels and 1Password 25, so the shares are not directly comparable.
Named in two 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 October 2026 Edition, Doppler and 1Password were named in the same answer seventy-two times, of the 179 answers naming Doppler and the 315 naming 1Password. In those answers 1Password took the first choice zero times and Doppler thirty.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Three of four in this category shown.
“Doppler is widely considered the top choice for mid-market companies because it prioritizes developer experience while providing robust governance.” Qwen 3.7 Flash · direct prompt · first choice
“the best overall choice is usually Doppler if you want a managed, developer-friendly tool with a free tier for small teams” Perplexity Sonar · budget prompt · first choice
“the best default choice is usually Doppler if you want the fastest path to a managed, team-friendly secrets platform” Perplexity Sonar · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“*Cons:* Not designed for automated machine-to-machine communication (CI/CD injection is harder/clunkier).” Qwen 3.7 Flash · scale prompt · soft negative
“Standard SaaS Password Managers (e.g., LastPass, 1Password) ... The Risk: Human-Centric Design.” Qwen 3.7 Flash · negative prompt · soft negative
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.