Zero of fourteen models named AWS Certificate Manager first on the direct prompt; one named DigiCert CertCentral. AWS Certificate Manager was named by eleven of the fourteen models and DigiCert CertCentral by seven and AWS Certificate Manager carries 18 labels and DigiCert CertCentral 13, 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 | 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.
“Enterprise tools like DigiCert CertCentral or Venafi start at thousands/year—unsuitable for tight budgets.” Grok 4.1 Fast · budget prompt · soft negative
“Integrated "All-in-One" CA Solutions (e.g., DigiCert CertCentral) Status: *Be Wary of Vendor Lock-In*” Qwen 3.7 Flash · negative prompt · soft negative
“Tools like DigiCert CertCentral and Venafi require significant initial policy/workflow configuration” Grok 4.1 Fast · negative prompt · soft negative
“Keyfactor Command and DigiCert CertCentral are the two most recommended solutions.” Qwen 3.7 Flash · direct prompt · first choice
“If you want a single best default choice, DigiCert CertCentral is a strong fit” Perplexity Sonar · paraphrase prompt · first choice
“My top recommendation: DigiCert CertCentral” MiniMax M2.5 · paraphrase prompt · first choice
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.