Zero of fourteen models named AWS Secrets Manager first on the direct prompt; zero named Google Secret Manager. Both were named by all fourteen models and AWS Secrets Manager carries 69 labels and Google Secret Manager 43, so the shares are not directly comparable.
Named in five 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, AWS Secrets Manager and Google Secret Manager were named in the same answer 142 times, of the 244 answers naming AWS Secrets Manager and the 146 naming Google Secret Manager. In those answers Google Secret Manager took the first choice one time and AWS Secrets Manager three.
| 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. Five of six in this category shown.
“Not recommended for small teams due to vendor lock-in and complexity.” Mistral Small · negative prompt · hard negative
“AWS Secrets Manager (costs add up)” Kimi K2 · budget prompt · hard negative
“Integrate HashiCorp Vault, AWS Secrets Manager, or Azure Key Vault instead of native Kubernetes secrets.” Muse Glimmer 30B · negative prompt · first choice
“Start with AWS Secrets Manager or Azure Key Vault if you're cloud-native” Claude Haiku 4.5 · paraphrase prompt · first choice
“If you're AWS-heavy, choose AWS Secrets Manager.” GPT-6 Luna · paraphrase 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.