Four of fourteen models named HashiCorp Vault first on the direct prompt; one named AWS Secrets Manager. Both were named by all fourteen models and HashiCorp Vault carries 77 labels and AWS Secrets Manager 60, so the shares are not directly comparable.
Named in five 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, HashiCorp Vault and AWS Secrets Manager were named in the same answer 190 times, of the 403 answers naming HashiCorp Vault and the 214 naming AWS Secrets Manager. In those answers AWS Secrets Manager took the first choice nine times and HashiCorp Vault sixty-seven.
| 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. Four of four in this category shown.
“for a mid-sized B2B company, it is generally no longer recommended unless you have a dedicated platform team” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Start with Delinea if you need a balanced, mid-market-focused PAM solution, or HashiCorp Vault if you have strong DevOps capabilities” Kimi K2 · direct prompt · first choice
“HashiCorp Vault remains the most capable and widely deployed, making it ideal if you have multi-cloud environments and complex requirements.” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-market B2B companies with a mix of cloud and on-premises needs, HashiCorp Vault is the most flexible and scalable choice” Mistral Small · direct prompt · first choice
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
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.