Five of fourteen models named Sonatype Nexus Repository first on the direct prompt; zero named Amazon Elastic Container Registry. Sonatype Nexus Repository was named by eleven of the fourteen models and Amazon Elastic Container Registry by nine and Sonatype Nexus Repository carries 20 labels and Amazon Elastic Container Registry 15, 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | AE | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | AE | AE | ||||
| DeepSeek V4 Flash | AE | |||||
| Llama 4 Maverick | AE | |||||
| Qwen 3.7 Flash | AE | AE | ||||
| Kimi K2 | AE | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | AE | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | AE |
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. Three of four in this category shown.
“2. Amazon Elastic Container Registry (ECR) - a fully-managed Docker container registry that makes it easy for developers to store, manage, and deploy Docker container images.” Llama 4 Maverick · paraphrase prompt · first choice
“For most mid-sized B2B companies, Amazon ECR is the top recommendation due to its scalability, security, and AWS ecosystem integration.” Mistral Small · paraphrase prompt · first choice
“For 90% of mid-sized B2B companies, Amazon ECR or Google Artifact Registry is the safest, most secure, and most scalable bet.” Gemini 3.5 Flash · 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.