One of fourteen models named DigiCert Trust Lifecycle Manager first on the direct prompt; zero named cert-manager. DigiCert Trust Lifecycle Manager was named by eight of the fourteen models and cert-manager by seven and DigiCert Trust Lifecycle Manager carries 20 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.
Across every category in the October 2026 Edition, DigiCert Trust Lifecycle Manager and cert-manager were named in the same answer ten times, of the 73 answers naming DigiCert Trust Lifecycle Manager and the 28 naming cert-manager. In those answers cert-manager took the first choice two times and DigiCert Trust Lifecycle Manager zero.
| 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.
“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
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.