Zero of fourteen models named cert-manager first on the direct prompt; zero named Keyfactor. cert-manager was named by seven of the fourteen models and Keyfactor by nine and cert-manager carries 12 labels and Keyfactor 16, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 4.1 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 seven in this category shown.
“Not a CLM platform to avoid universally, but ... it requires careful design before onboarding workloads.” Perplexity Sonar · negative prompt · soft negative
“prone to edge-case bugs ... Not ideal for enterprise governance without heavy customization” Grok 4.1 Fast · negative prompt · soft negative
“cert‑manager (unless you're comfortable with its open‑source hardening requirements)” GLM 4.7 FlashX · negative prompt · soft negative
“Kubernetes workloads or public-facing TLS: Start with cert-manager + Let's Encrypt. Both are free” GPT-6 Luna · budget prompt · first choice
“cert-manager (Free, Open-Source – Best for Kubernetes/OpenShift Environments)” Grok 4.1 Fast · budget prompt · first choice
“If your application infrastructure is heavily containerized and runs on Kubernetes, cert-manager is the undisputed king.” Gemini 3.5 Flash · budget prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Do not buy an enterprise CLM platform if you are budget-constrained” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid Enterprise Tools (Venafi, AppViewX, Keyfactor)” Qwen 3.7 Flash · budget prompt · hard negative
“Strong automation, scalability | Higher cost, more enterprise” Kimi K2 · scale prompt · soft negative
“Tools like Keyfactor and AppViewX are excellent because they manage all your certificates regardless of which CA issued them.” Gemini 3.5 Flash · scale prompt · first choice
“Keyfactor tends to stand out when you want not just certificate renewal automation, but a broader cryptographic governance platform” GPT-5.4 mini · comparative prompt · alternative
“True CA-agnostic platforms (Keyfactor, Venafi, AppViewX) let you switch CAs without ripping out the management layer.” DeepSeek V4 Flash · scale 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.