Two of fourteen models named AppViewX CERT+ first on the direct prompt; zero named cert-manager. AppViewX CERT+ was named by fourteen of the fourteen models and cert-manager by seven and AppViewX CERT+ carries 34 labels and cert-manager 12, 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 eight 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
“recent peer feedback explicitly mentions "support lags", so I'd ask for support SLAs, escalation paths, and reference customers before buying” GPT-5.4 mini · negative 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
“For most mid‑market B2B companies, AppViewX CERT+ is the best overall choice.” GLM 4.7 FlashX · direct prompt · first choice
“Best for ease of use + automation at competitive pricing: AppViewX CERT+” Muse Glimmer 30B · direct 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.
“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
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.