Two of fourteen models named AppViewX CERT+ first on the direct prompt; zero named cert-manager. AppViewX CERT+ was named by thirteen of the fourteen models and cert-manager by ten and AppViewX CERT+ carries 42 labels and cert-manager 16, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 eight in this category shown.
“Avoid for tight budgets: Full suites like AppViewX, Sectigo Certificate Manager, or DigiCert ONE” Grok 4.20 · budget prompt · hard negative
“Requires minimum 1,000 endpoints; automation features cost 5x more” Kimi K2 · paraphrase prompt · hard negative
“What to Avoid on a Budget ... AppViewX” DeepSeek V4 Flash · budget prompt · hard negative
“Often rated best overall for enterprises. Excellent CA-agnostic discovery (200+ integrations), private PKI with PQC support, hybrid deployment, strong automation.” Grok 4.20 · scale prompt · first choice
“Most flexible and future‑proof for mid‑market B2B: AppViewX – CA‑neutral, hybrid‑ready, strong discovery, and PQC‑ready.” GLM 4.7 FlashX · direct prompt · first choice
“turnkey SaaS, high network automation | AppViewX CERT+ | Best visual automation and ITSM integrations.” Gemini 3.5 Flash · paraphrase 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.
“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
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.