Zero of fourteen models named AWS Certificate Manager first on the direct prompt; zero named Keyfactor. AWS Certificate Manager was named by twelve of the fourteen models and Keyfactor by thirteen and AWS Certificate Manager carries 24 labels and Keyfactor 26, so the shares are not directly comparable.
Named in one category 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 certificate lifecycle management page.
Across every category in the November 2026 Edition, AWS Certificate Manager and Keyfactor were named in the same answer twenty times, of the 60 answers naming AWS Certificate Manager and the 86 naming Keyfactor. In those answers Keyfactor took the first choice three times and AWS Certificate Manager two.
| Model | DirectAC | ParaphraseAC | ComparativeAC | Budget-constrainedAC | Scale-constrainedAC | NegativeAC |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | AC | AC | AC | |||
| Perplexity Sonar | AC | AC | ||||
| Grok 4.20 | AC | AC | AC | AC | AC | |
| Mistral Small | AC | |||||
| DeepSeek V4 Flash | AC | AC | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | AC | AC | ||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | AC | |||||
| MiniMax M2.5 | AC | |||||
| GPT-6 Luna | AC | |||||
| 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.
“What to Avoid ... Basic cloud provider tools (AWS ACM, Azure Key Vault): ... insufficient for multi-cloud/hybrid setups” MiniMax M2.5 · direct prompt · hard negative
“Cloud-Native / Open-Source Tools (e.g., HashiCorp Vault, AWS Certificate Manager, Smallstep): ... *Caution:* They often lack deep visibility into legacy on-prem infrastructure” Gemini 3.5 Flash · negative prompt · soft negative
“limited discovery outside their platforms and not ideal as a central enterprise CLM for multi-vendor/hybrid setups” Grok 4.20 · comparative prompt · soft negative
“If you are 100% in AWS/Azure/GCP: Use your cloud provider's native tools (AWS Certificate Manager, Azure Key Vault)—it's free or nearly free.” Gemini 3.5 Flash · budget prompt · first choice
“Best if nearly all workloads run on AWS; ... but is less suitable as a cross-environment certificate-management platform.” Perplexity Sonar · paraphrase prompt · alternative
“A cloud-native solution that simplifies the deployment and management of SSL/TLS certificates on AWS infrastructure.” Mistral Small · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid: Traditional enterprise CLM platforms (Venafi, Keyfactor Command, CyberArk)” Kimi K2 · budget prompt · hard negative
“Avoid enterprise platforms like CyberArk, Keyfactor, or Venafi” MiniMax M2.5 · budget prompt · hard negative
“flags limited third-party certificate discovery as a concern for Keyfactor, so validate actual coverage rather than relying on feature lists” Perplexity Sonar · negative prompt · soft negative
“Keyfactor (Command / SaaS): Strong enterprise and mid-market automation, deep PKI integrations.” Gemini 3.5 Flash · scale prompt · first choice
“Prioritize Venafi or Keyfactor for complex, large-scale, or highly regulated environments” Grok 4.20 · comparative prompt · first choice
“evaluate reputable vendors like DigiCert, Entrust, or Keyfactor based on recent reviews and your specific use case” MiniMax M2.5 · negative 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.