# Artifact and container registries for enterprise buyers: what AI models recommend, October 2026

IT AI Recommendation Index, October 2026 Edition. Asked as "artifact repository" and as "container registry", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/developer/artifact-and-container-registries/enterprise/

**Standing:** JFrog Artifactory leads with 40% of first choices; verdict contested. 68 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | JFrog Artifactory | 40% | 14% | 65 |
| 2 | Sonatype Nexus Repository | 21% | 5% | 41 |
| 3 | Azure Container Registry | 7% | 19% | 31 |
| 4 | Google Artifact Registry | 4% | 15% | 40 |
| 5 | Amazon Elastic Container Registry | 4% | 21% | 14 |
| 6 | Harbor | 1% | 3% | 33 |
| 7 | AWS ECR | 1% | 0% | 10 |
| 8 | Azure Artifacts | 1% | 8% | 13 |
| 9 | Cloudsmith | 0% | 14% | 22 |
| 10 | AWS CodeArtifact | 0% | 19% | 21 |
| 11 | Sonatype Lifecycle | 0% | 20% | 10 |
| 12 | GitHub Packages | 0% | 43% | 23 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: JFrog Artifactory, Sonatype Nexus Repository; alternatives AWS CodeArtifact, Cloudsmith, Google Artifact Registry, Microsoft Azure Artifacts
- GPT-5.4 mini: JFrog Artifactory; alternatives AWS CodeArtifact, Google Artifact Registry, Sonatype Nexus Repository
- Gemini 3.5 Flash: JFrog Artifactory; alternatives AWS, Azure, Cloudsmith, GCP
- Perplexity Sonar: JFrog Artifactory; alternatives Sonatype Nexus Repository
- Grok 4.1 Fast: JFrog Artifactory; alternatives AWS CodeArtifact, Azure Artifacts, Harbor, Sonatype Nexus Repository
- Mistral Small: JFrog Artifactory, Sonatype Nexus Repository
- DeepSeek V4 Flash: JFrog Artifactory, Sonatype Nexus Repository; alternatives Cloudsmith
- Llama 4 Maverick: Azure Artifacts; alternatives Packagecloud
- Qwen 3.7 Flash: JFrog Artifactory; alternatives AWS CodeArtifact, Azure Artifacts, Sonatype Lifecycle
- Kimi K2: JFrog Artifactory; alternatives Cloudsmith, Sonatype Nexus Repository
- GLM 4.7 FlashX: JFrog Artifactory, Sonatype Nexus Repository; alternatives Cloudsmith
- MiniMax M2.5: JFrog Artifactory, Sonatype Nexus Repository
- GPT-6 Luna: JFrog Artifactory; alternatives AWS CodeArtifact, Cloudsmith, Sonatype Nexus Repository
- Muse Glimmer 30B: Sonatype Nexus Repository; alternatives AWS CodeArtifact, JFrog Artifactory

## Sources the answers cite

74 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- jfrog.com: 41 answers, 84 citations
- sonatype.com: 37 answers, 95 citations
- harness.io: 27 answers, 47 citations
- ciopages.com: 20 answers, 21 citations
- thectoclub.com: 20 answers, 20 citations
- itechguides.com: 18 answers, 28 citations
- safeguard.sh: 17 answers, 23 citations
- blog.railway.com: 17 answers, 17 citations

Pages named in the most answers:

- https://sonatype.com/compare/best-artifact-repository-solutions (24 answers)
- https://sonatype.com/products/sonatype-nexus-repository (23 answers)
- https://ciopages.com/buyer-guides/container-registry-artifact-management (20 answers)
- https://thectoclub.com/tools/best-artifact-repository-tools (20 answers)
- https://blog.railway.com/p/best-container-registries-2026 (17 answers)
- https://harness.io/blog/best-artifact-repository-tools (14 answers)
- https://jfrog.com/artifactory (14 answers)
- https://jfrog.com/pricing (14 answers)
- https://parse.gl/prompts/p/best-artifactcontainer-registry-across-clouds--a0e4540f-a716-4a19-b5e4-75a64dd68bf9 (14 answers)
- https://sonatype.com/resources/guides/sonatype-vs-jfrog (14 answers)

## Warned against

- Docker Hub: 14 of 17 labels negative. "Practical enterprise guidance is therefore to avoid direct production pulls from Docker Hub / GitHub Container Registry public images and any other public source." (Muse Glimmer 30B, negative prompt)
- JFrog Artifactory: 9 of 65 labels negative. "JFrog Artifactory (the market leader) is actually a poor fit for your requirement" (MiniMax M2.5, budget prompt)
- GitHub Packages: 10 of 23 labels negative. "avoid direct production pulls from Docker Hub / GitHub Container Registry public images and any other public source" (Muse Glimmer 30B, negative prompt)
- Azure Container Registry: 6 of 31 labels negative. "Authorization bypass through user-controlled key in Microsoft Container Registry allows an unauthorized attacker to elevate privileges over a network... Score: 10 Critical" (Muse Glimmer 30B, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.