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Artifact and container registries · October 2026 Edition

Sonatype Nexus Repository vs Cloudsmith

Five of fourteen models named Sonatype Nexus Repository first on the direct prompt; five named Cloudsmith. Sonatype Nexus Repository was named by eleven of the fourteen models and Cloudsmith by ten and Sonatype Nexus Repository carries 20 labels and Cloudsmith 21, so the shares are not directly comparable.

Sonatype Nexus Repository

accepted challenger

Named in one category this edition.

Cloudsmith

accepted challenger

Named in three categories this edition.

First-choice share11%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 16; printed, not drawn.
Labels2021A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Sonatype Nexus Repository reading right to left. Rank and label count are printed, not drawn.JFrog Artifactory vs Sonatype Nexus Repository · JFrog Artifactory vs Cloudsmith · Sonatype Nexus Repository vs Amazon Elastic Container Registry

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Sonatype Nexus RepositoryFirst choices, of fourteen modelsCloudsmith
Direct551 against Sonatype Nexus Repository
Paraphrase00
Comparative00
Budget-constrained102 against Cloudsmith
Scale-constrained10
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Sonatype Nexus Repository and Cloudsmith were named in the same answer thirty-three times, of the 75 answers naming Sonatype Nexus Repository and the 64 naming Cloudsmith. In those answers Cloudsmith took the first choice three times and Sonatype Nexus Repository fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Sonatype Nexus Repository and Cloudsmith stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Sonatype Nexus Repository Cloudsmith first choice named as an alternative argued againstblank: not namedEach cell is one answer, Sonatype Nexus Repository on the left and Cloudsmith on the right.

The direct prompt

The plain question, one answer per model, grouped by where Sonatype Nexus Repository and Cloudsmith stood in it.

Sonatype Nexus Repository first, Cloudsmith an alternative

5 of 14 modelsCloudsmith was named in the answer but not as the choice, or not at all.
GPT-5.4 miniSonatype Nexus Repository alternatives: AWS CodeArtifact, JFrog Artifactory
DeepSeek V4 FlashSonatype Nexus Repository alternatives: Azure Artifacts, Cloudsmith
GLM 4.7 FlashXSonatype Nexus Repository alternatives: Cloudsmith, Harbor, JFrog Artifactory
MiniMax M2.5Sonatype Nexus Repository alternatives: AWS CodeArtifact, Cloudsmith, JFrog Artifactory
Muse Glimmer 30BSonatype Nexus Repository alternatives: CloudRepo, Cloudsmith, JFrog Artifactory

Cloudsmith first, Sonatype Nexus Repository an alternative

5 of 14 modelsSonatype Nexus Repository was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashCloudsmith alternatives: AWS CodeArtifact, Azure Artifacts, GitLab Package Registry, Google Artifact Registry, Sonatype Lifecycle
Grok 4.1 FastCloudsmith alternatives: AWS CodeArtifact
Mistral SmallCloudsmith alternatives: AWS, Google Cloud, Packagecloud
Llama 4 MaverickCloudsmith alternatives: Packagecloud
GPT-6 LunaCloudsmith alternatives: AWS CodeArtifact, JFrog Artifactory, Sonatype Nexus Repository

Neither was the first choice, one was named

2 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarJFrog Artifactory alternatives: Cloudsmith, Sonatype Nexus Repository
Kimi K2GitHub Packages alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Nexus Repository

Neither was named

2 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Qwen 3.7 FlashJFrog Artifactory alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Lifecycle

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.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Sonatype Nexus Repository leads by two points.
Sonatype Nexus Repository5%#5 of 12
Cloudsmith3%#7 of 12
The full small business standing →
Mid-marketThe figures above
Sonatype Nexus Repository leads by three points.
Sonatype Nexus Repository11%#2 of 16
Cloudsmith8%#4 of 16
The full mid-market standing →
Enterprise
Sonatype Nexus Repository leads by twenty-one points.
Sonatype Nexus Repository21%#2 of 13
Cloudsmith0%#9 of 13
The full enterprise standing →

What the models said about Sonatype Nexus Repository

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

What the models said about Cloudsmith

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“Skip cloud-hosted options (like JFrog Cloud or Cloudsmith)” DeepSeek V4 Flash · budget prompt · hard negative
“Cons: Can get expensive with high usage” MiniMax M2.5 · budget prompt · soft negative
“Cloudsmith - a natural fit for engineering teams at scaling startups and mid-size companies that want enterprise-grade artifact management” Llama 4 Maverick · direct prompt · first choice
“Cloudsmith stands out as a particularly strong choice for engineering teams at scaling startups and mid-size companies” Mistral Small · direct prompt · first choice
“Best Overall for SaaS & Multi-Language Stacks: Cloudsmith ... is the standout choice” Gemini 3.5 Flash · direct prompt · first choice
Also compared

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.