Zero of fourteen models named cert-manager first on the direct prompt; zero named Keyfactor. cert-manager was named by ten of the fourteen models and Keyfactor by thirteen and cert-manager carries 16 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.
| 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 seven in this category shown.
“it is not, by itself, a complete inventory and lifecycle system for network appliances, endpoints, legacy servers, code signing, or certificates outside the cluster” Perplexity Sonar · negative prompt · soft negative
“Does not manage certificates for VMs, network devices, or on-prem servers outside a cluster, and lacks a UI or management console” Claude Haiku 4.5 · negative prompt · soft negative
“Ensure your cert-manager is updated and not using compromised root CAs” GLM 4.7 FlashX · negative prompt · soft negative
“Small/DevOps/Kubernetes shop with public TLS only: `cert-manager + Let's Encrypt` = $0 operating cost.” Muse Glimmer 30B · budget prompt · first choice
“If you have Kubernetes: Start with cert-manager (free)” Kimi K2 · budget prompt · first choice
“combining `cert-manager` (for K8s ingress/workloads) with HashiCorp Vault ... is the industry standard open-source approach” Gemini 3.5 Flash · paraphrase 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.