Zero of fourteen models named AWS Certificate Manager first on the direct prompt; one named DigiCert Trust Lifecycle Manager. AWS Certificate Manager was named by eleven of the fourteen models and DigiCert Trust Lifecycle Manager by eight and AWS Certificate Manager carries 18 labels and DigiCert Trust Lifecycle Manager 20, 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.
Across every category in the October 2026 Edition, AWS Certificate Manager and DigiCert Trust Lifecycle Manager were named in the same answer fourteen times, of the 55 answers naming AWS Certificate Manager and the 73 naming DigiCert Trust Lifecycle Manager. In those answers DigiCert Trust Lifecycle Manager took the first choice three times and AWS Certificate Manager zero.
| 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 eight in this category shown.
“built directly by Certificate Authorities (CAs)—such as DigiCert Trust Lifecycle Manager or Sectigo Certificate Manager... Why to be cautious” Gemini 3.5 Flash · negative prompt · soft negative
“starts at $40 per seat with a minimum of 25 seats, which can get expensive quickly for very small environments” GPT-5.4 mini · budget prompt · soft negative
“Platforms that are tightly coupled to their own CA (e.g., DigiCert TLM works best with DigiCert) can lock you in.” DeepSeek V4 Flash · scale prompt · soft negative
“I'd start with DigiCert Trust Lifecycle Manager (TLM) if you need a real multi-CA platform” GPT-6 Luna · direct prompt · first choice
“My default recommendation: DigiCert Trust Lifecycle Manager” GPT-6 Luna · paraphrase prompt · first choice
“Strong governance/Audit focused options: DigiCert Trust Lifecycle Manager and Sectigo Certificate Manager” Muse Glimmer 30B · direct 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.