AI Visibility Rankings · Infrastructure

Artifact management software: AI search visibility ranking (2026)

How AI search engines rank artifact management software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Artifact management software used to host packages, control dependencies, and manage build outputs across modern engineering teams. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 18, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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At a glance

Category leader JFrog Artifactory 38% visibility · named in 3 of 8 AI answers

Most cited brand JFrog Artifactory 38% citation rate · the AI's most-trusted source brand in artifact management software

Top cited domain harness.io Referenced by AI across the artifact management software query set — the highest-leverage PR target in this category

Visibility spread 38pp Gap between top and bottom of the ranking · 13 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

JFrog Artifactory leads the artifact management software category with a composite score of 37.5, compared to the category average of 7.5, a gap of 30 points that signals a heavily concentrated visibility landscape. Sonatype Nexus sits second at 28.8 composite, and Cloudsmith third at 25.0, but the remaining 17 brands score well below these three. JFrog's lead is notable even though its visibility has fallen from 50.0 to 37.5 percent since the previous period, meaning its dominance has softened while it still holds the top position.

Nexus Repository presents the sharpest divergence between visibility and citation in the dataset: it holds 0.0 percent visibility but 37.5 percent citation, matching JFrog Artifactory's citation rate exactly. This means Google AI Mode references Nexus Repository as a trusted source without surfacing it in named brand mentions. CloudRepo shows the inverse pattern, with 25.0 percent visibility but only 12.5 percent citation, suggesting it is named frequently but not yet treated as an authoritative reference. Cloudsmith is the only brand in the top four where visibility and citation are perfectly aligned at 25.0 percent each.

All top brands share Google AI Mode as their leading engine, indicating the entire category's AI visibility is anchored on a single platform. The top cited external sources include harness.io, octopus.com, gartner.com, sonatype.com, cloudsmith.com, jfrog.com, reddit.com, and buildkite.com, showing that CI/CD adjacent platforms and analyst sources like Gartner carry significant weight in how Google AI Mode constructs responses in this category. Brands like GitHub Packages and AWS CodeArtifact hold only 12.5 percent visibility despite their scale, suggesting brand authority in adjacent categories does not automatically transfer here.

Movers & shakers since last refresh

Biggest visibility risers

CloudRepo 0% → 25% · rank #8 → #4
+25pp
Google Artifact Registry 0% → 12% · rank #18 → #8
+12pp

Biggest visibility fallers

Nexus Repository 38% → 0% · rank #1 → #5
-38pp
GitHub Packages 38% → 12% · rank #4 → #6
-25pp
JFrog Artifactory 50% → 38% · rank #2 → #1
-12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	JFrog Artifactory jfrog.com	38%	38%	Google AI Mode
JFrog Artifactory leads with a 37.5 composite score, five times the 7.5 category average, though its visibility has declined 12.5 points from the previous period.
2	Sonatype Nexus sonatype.com	25%	38%	Google AI Mode
Sonatype Nexus has a citation rate of 37.5 percent that exceeds its 25.0 percent visibility, suggesting Google AI Mode treats it as a reference source more often than it names it.
3	Cloudsmith cloudsmith.com	25%	25%	Google AI Mode
Cloudsmith sits at rank 3 with perfectly matched visibility and citation rates of 25.0 percent, indicating a consistent and balanced presence across Google AI Mode responses.
4	CloudRepo cloudrepo.io	25%	12%	Google AI Mode
CloudRepo jumped four ranks and gained 25.0 visibility points from zero, but its citation rate of 12.5 percent lags its visibility, pointing to emerging name recognition without deep authority signals.
5	Nexus Repository sonatype.com	0%	38%	Google AI Mode
Nexus Repository fell from rank 1 to rank 5 with visibility dropping to 0.0 percent, yet retains 37.5 percent citation, the largest visibility-to-citation gap in the dataset.
6	GitHub Packages github.com	12%	0%	Google AI Mode
7	AWS CodeArtifact aws.amazon.com	12%	0%	Google AI Mode
8	Google Artifact Registry cloud.google.com	12%	0%	Google AI Mode
9	packagecloud packagecloud.io	0%	0%	Google AI Mode
10	Apache Archiva archiva.apache.org	0%	0%	Google AI Mode
11	Azure Artifacts azure.microsoft.com	0%	0%	Google AI Mode
12	MyGet myget.org	0%	0%	Google AI Mode
13	Gemfury gemfury.com	0%	0%	Google AI Mode
14	Verdaccio verdaccio.org	0%	0%	Google AI Mode
15	Reposilite reposilite.com	0%	0%	Google AI Mode
16	Harbor goharbor.io	0%	0%	Google AI Mode
17	Artipie artipie.com	0%	0%	Google AI Mode
18	GitLab Package Registry gitlab.com	0%	0%	Google AI Mode
19	ProGet inedo.com	0%	0%	Google AI Mode
20	Bytesafe bytesafe.dev	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on artifact management software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.

harness.iooctopus.comgartner.comsonatype.comcloudsmith.comjfrog.comreddit.combuildkite.com

How to read this ranking

Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.

Visibility = being named

A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer.

Citation rate = being trusted

Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence — different from being named.

Top engine differs by brand

The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps.

Rankings move month to month

AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically.

Get your own artifact management software brand audited

The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.

Audit your artifact management software brand → Browse all rankings Methodology →

Frequently asked about artifact management software AI visibility

Who leads AI visibility in artifact management software?

JFrog Artifactory leads with a composite score of 37.5 and visibility of 37.5 percent, well ahead of the category average of 7.5 percent. Sonatype Nexus and Cloudsmith follow at composite scores of 28.8 and 25.0 respectively.

Which brand has the biggest gap between visibility and citation in this category?

Nexus Repository has 0.0 percent visibility but 37.5 percent citation, the widest divergence in the dataset. This means Google AI Mode cites it as a source without naming it as a brand in responses.

What sources does Google AI Mode cite most for artifact management software research?

The top cited sources include harness.io, octopus.com, gartner.com, sonatype.com, cloudsmith.com, jfrog.com, reddit.com, and buildkite.com. CI/CD adjacent platforms and Gartner feature prominently alongside the vendors themselves.

Which brand has risen the most in AI visibility recently?

CloudRepo gained the most visibility points, rising 25.0 percentage points from 0.0 to 25.0 percent and climbing four rank positions from 8 to 4. Google Artifact Registry also rose ten rank positions, though only to 12.5 percent visibility.

Have any major brands lost significant AI visibility in this category?

Nexus Repository lost 37.5 visibility points and fell from rank 1 to rank 5, the largest single drop in the dataset. GitHub Packages also lost 25.0 visibility points, falling from rank 4 to rank 6.

Do large cloud provider tools like AWS CodeArtifact or Google Artifact Registry dominate AI visibility here?

No, both AWS CodeArtifact and Google Artifact Registry hold only 12.5 percent visibility and 0.0 percent citation, ranking 7th and 8th. Specialist vendors JFrog Artifactory, Sonatype Nexus, and Cloudsmith significantly outperform them in this category.