Six of fourteen models named Doppler first on the direct prompt; zero named Google Secret Manager. Both were named by all fourteen models and Doppler carries 59 labels and Google Secret Manager 43, so the shares are not directly comparable.
Named in two 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, Doppler and Google Secret Manager were named in the same answer 103 times, of the 190 answers naming Doppler and the 146 naming Google Secret Manager. In those answers Google Secret Manager took the first choice four times and Doppler thirty-five.
| 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. Six of eight in this category shown.
“products such as Doppler or other hosted managers add convenience, but their availability, compromise risk, access controls, and data-handling practices become part of your threat model” Perplexity Sonar · negative prompt · soft negative
“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
“Good for smaller dev teams, but may lack the granular RBAC, policy enforcement, and audit granularity you need at 500 employees.” Kimi K2 · scale prompt · soft negative
“The best secrets management tool for a mid-market B2B company is Doppler, HashiCorp Vault, or Akeyless Vault.” Llama 4 Maverick · direct prompt · first choice
“the default recommendation is Doppler if developer experience and low operational overhead are priorities” Perplexity Sonar · paraphrase prompt · first choice
“Doppler or Infisical offer the best balance of functionality, cost, and operational simplicity” DeepSeek V4 Flash · direct 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.