Zero of fourteen models named AWS Certificate Manager first on the direct prompt; zero named cert-manager. AWS Certificate Manager was named by eleven of the fourteen models and cert-manager by seven and AWS Certificate Manager carries 18 labels and cert-manager 12, so the shares are not directly comparable.
Named in one category 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 | DirectAC | ParaphraseAC | ComparativeAC | Budget-constrainedAC | Scale-constrainedAC | NegativeAC |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | AC | |||||
| Perplexity Sonar | AC | AC | ||||
| Grok 4.1 Fast | AC | AC | ||||
| Mistral Small | AC | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | AC | |||||
| Qwen 3.7 Flash | AC | |||||
| Kimi K2 | AC | |||||
| GLM 4.7 FlashX | ||||||
| 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. Three of four in this category shown.
“AWS Certificate Manager - a service that lets you easily provision, manage, and deploy Secure Sockets Layer/Transport Layer Security (SSL/TLS) certificates” Llama 4 Maverick · paraphrase prompt · first choice
“the best choice is usually AWS Certificate Manager (ACM) if your certificates are mainly used in AWS, because it issues certificates at no cost” Perplexity Sonar · budget prompt · first choice
“or AWS Certificate Manager if you're AWS-native” Kimi K2 · budget 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.