Five of fourteen models named Sonatype Nexus Repository first on the direct prompt; zero named Azure Container Registry. Sonatype Nexus Repository was named by eleven of the fourteen models and Azure Container Registry by twelve and Sonatype Nexus Repository carries 20 labels and Azure Container Registry 33, 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 artifact and container registries page.
Across every category in the October 2026 Edition, Sonatype Nexus Repository and Azure Container Registry were named in the same answer twenty-four times, of the 75 answers naming Sonatype Nexus Repository and the 91 naming Azure Container Registry. In those answers Azure Container Registry took the first choice three times and Sonatype Nexus Repository two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | AC | |||||
| GPT-5.4 mini | AC | |||||
| Gemini 3.5 Flash | AC | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | AC | AC | ||||
| Mistral Small | AC | AC | AC | |||
| DeepSeek V4 Flash | AC | AC | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | AC | AC | ||||
| Kimi K2 | AC | AC | ||||
| GLM 4.7 FlashX | AC | AC | ||||
| MiniMax M2.5 | AC | AC | AC | |||
| GPT-6 Luna | AC | |||||
| Muse Glimmer 30B | AC | AC |
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. Four of five in this category shown.
“Limited integrations vs. leaders; self-host adds ops overhead.” Grok 4.1 Fast · direct prompt · soft negative
“Enterprise-grade artifact repository manager that allows development teams to store, organize, and distribute software components... Both are viable for a 500-person company.” Muse Glimmer 30B · scale prompt · first choice
“the best artifact repository for a company with a limited budget is Sonatype Nexus Repository (Community Edition)” GLM 4.7 FlashX · budget prompt · first choice
“For most mid-market B2B companies, Sonatype Nexus Repository Pro is the strongest all-around recommendation” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Critical security concern discovered Dec 2024” DeepSeek V4 Flash · negative prompt · soft negative
“Tier 1 (Trusted): Enterprise Private Registries (AWS ECR, Google GCR/AAR, Azure ACR) configured with RBAC and Scanning.” Qwen 3.7 Flash · negative prompt · first choice
“Prefer private/managed registries: Use AWS ECR, Google Artifact Registry, Azure Container Registry (ACR)” Grok 4.1 Fast · negative prompt · first choice
“Private registries: AWS ECR, Azure Container Registry, Google Artifact Registry” MiniMax M2.5 · negative 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.