One of fourteen models named AWS Secrets Manager first on the direct prompt; one named Azure Key Vault. Both were named by all fourteen models and AWS Secrets Manager carries 60 labels and Azure Key Vault 47, so the shares are not directly comparable.
Named in three categories this edition.
Named in three 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, AWS Secrets Manager and Azure Key Vault were named in the same answer 139 times, of the 214 answers naming AWS Secrets Manager and the 152 naming Azure Key Vault. In those answers Azure Key Vault took the first choice one time and AWS Secrets Manager eight.
| 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. Six of six in this category shown.
“GitGuardian cautions that AWS Secrets Manager, GCP Secret Manager, and Azure Key Vault can create fragmentation if you operate in multi-cloud setups.” Perplexity Sonar · negative prompt · soft negative
“AWS Secrets Manager and Azure Key Vault have had vulnerabilities... They may not suit multi-cloud environments” MiniMax M2.5 · negative prompt · soft negative
“Strong vendor lock-in—if multi-cloud or hybrid, cross-cloud access adds friction/cost.” Grok 4.1 Fast · negative prompt · soft negative
“my default recommendation is: 1) If you're cloud-native and mostly on one major cloud: use the cloud provider's native secrets service. - AWS: AWS Secrets Manager” GPT-5.4 mini · paraphrase prompt · first choice
“Best default for most mid-market teams on one major cloud: AWS Secrets Manager if you're mostly on AWS” GPT-5.4 mini · direct prompt · first choice
“Already AWS-native and want minimal ops: AWS Secrets Manager is the pragmatic first step.” Muse Glimmer 30B · 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.
“⚠️ Configuration-Dependent Risks ... Common misconfiguration: Public network access enabled” Kimi K2 · negative prompt · soft negative
“Microsoft disclosed a maximum-severity elevation-of-privilege flaw in Azure Key Vault” MiniMax M2.5 · negative prompt · soft negative
“Cloud-vendor tools (e.g., ... Azure Key Vault): Why cautious? Strong vendor lock-in” Grok 4.1 Fast · negative prompt · soft negative
“HashiCorp Vault or Azure Key Vault are the most versatile and widely recommended” Mistral Small · paraphrase prompt · first choice
“Azure Key Vault if you're mostly on Azure” GPT-5.4 mini · direct prompt · first choice
“Use only cloud-native tools like AWS Secrets Manager or Azure Key Vault if your stack is essentially confined to one cloud provider.” Perplexity Sonar · paraphrase 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.