Software supply chain security tools: AI search visibility ranking (2026)
How AI search engines rank software supply chain security tools 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. Software supply chain security tools used to secure dependencies, provenance, build pipelines, and artifacts across modern development workflows. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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AI engines highlight Snyk as the leader in software supply chain security tools, with an impressive visibility percentage of 37.5. Chainguard and Endor Labs also rank among the top brands. These brands are frequently mentioned and cited in responses, demonstrating their prominence in the category.
The rankings reflect data from leading sources such as cycode.com and aikido.dev, which are known for compiling reviews and expert analyses. These aggregator sites influence how AI engines perceive brand authority, contributing to the rankings seen here.
For buyers, consider the emphasis AI engines place on recent reviews and third-party validation. Brands with high topical authority in software supply chain security are more likely to meet your needs effectively, as they have been vetted by experts and widely acknowledged in industry discussions.
At a glance
What we observed in this category
Snyk leads the software supply chain security tools category with a composite score of 41.2, well above the next ranked brand Chainguard at 35.0 and the category average visibility of 8.1%. Snyk's rise is recent and sharp, moving from rank 4 to rank 1 with a visibility delta of 25 percentage points and a citation delta of 50 percentage points in the current period. That gap between first and second place in composite score is meaningful because it reflects both narrative presence and source trust simultaneously.
The most striking divergence between visibility and citation sits at ranks 2 and 4. Chainguard has a visibility rate of only 12.5% but a citation rate of 87.5%, making it the most trusted source per mention in the category. Mend shows the opposite pattern, matching Snyk's 37.5% visibility but earning only 12.5% citations, identical to GitHub's citation rate. GitLab appears in 25% of responses but holds a 0% citation rate, meaning it is named but never linked as a source, a clear trust gap.
Google AI Mode is the top engine for every brand in this dataset without exception. The top cited sources list includes cycode.com, aikido.dev, ox.security, and xygeni.io, none of which appear in the top 10 ranked brands by composite score. This suggests Google AI Mode is anchoring on third-party comparison and editorial content from those domains when constructing answers, rather than pulling exclusively from brand-owned pages, which explains why citation and visibility scores decouple across the ranked brands.
Movers & shakers since last refresh
Biggest visibility risers
-
Snyk 12% → 38% · rank #4 → #1+25pp
-
GitHub 0% → 25% · rank #12 → #5+25pp
-
GitLab 0% → 25% · rank #11 → #6+25pp
Biggest visibility fallers
-
Anchore 12% → 0% · rank #3 → #11-12pp
-
Aqua Security 12% → 0% · rank #5 → #17-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
snyk.io
|
38% | 50% | Google AI Mode |
Snyk leads all 20 brands with a 37.5% visibility and 50% citation rate, both well above category averages of 8.1% and 15.6% respectively, driven by a 25-point visibility gain this period. |
||||
| 2 |
chainguard.dev
|
12% | 88% | Google AI Mode |
Chainguard holds the highest citation rate in the dataset at 87.5% despite only 12.5% visibility, meaning it is cited almost every time it appears, far outpacing the 15.6% category average. |
||||
| 3 |
endorlabs.com
|
12% | 75% | Google AI Mode |
Endor Labs matches Chainguard's 12.5% visibility but converts at 75% citation rate, placing it among the most source-trusted brands and well above the 15.6% category citation average. |
||||
| 4 |
mend.io
|
38% | 12% | Google AI Mode |
Mend's 37.5% visibility ties Snyk at the top but its 12.5% citation rate matches GitHub, revealing a significant gap between how often it is named versus how often AI treats it as a credible source. |
||||
| 5 |
github.com
|
25% | 12% | Google AI Mode |
GitHub rose 7 ranks to position 5 with a 25-point visibility gain from zero, yet its 12.5% citation rate sits below the 15.6% category average, indicating AI mentions it without consistently citing it. |
||||
| 6 |
gitlab.com
|
25% | 0% | Google AI Mode |
| 7 |
socket.dev
|
12% | 0% | Google AI Mode |
| 8 |
jfrog.com
|
0% | 25% | Google AI Mode |
| 9 |
checkmarx.com
|
0% | 12% | Google AI Mode |
| 10 |
fossa.com
|
0% | 12% | Google AI Mode |
| 11 |
anchore.com
|
0% | 12% | Google AI Mode |
| 12 |
semgrep.dev
|
0% | 12% | Google AI Mode |
| 13 |
sonatype.com
|
0% | 0% | Google AI Mode |
| 14 |
blackduck.com
|
0% | 0% | Google AI Mode |
| 15 |
phylum.io
|
0% | 0% | Google AI Mode |
| 16 |
harness.io
|
0% | 0% | Google AI Mode |
| 17 |
aquasec.com
|
0% | 0% | Google AI Mode |
| 18 |
tenable.com
|
0% | 0% | Google AI Mode |
| 19 |
sigstore.dev
|
0% | 0% | Google AI Mode |
| 20 |
datadoghq.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on software supply chain security tools, 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.
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. More on visibility →
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. More on citation rate →
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. How AI engines pick sources →
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. How AI search ranking works →
Get your own software supply chain security tools 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.
Frequently asked about software supply chain security tools AI visibility
Who leads AI visibility in software supply chain security tools?
Snyk leads with a composite score of 41.2 and 37.5% visibility, ahead of Chainguard at 35.0 and Endor Labs at 31.2. Snyk also recorded the largest single-period visibility gain in the category at 25 percentage points.
Which brand is most trusted as a cited source by AI in this category?
Chainguard has the highest citation rate at 87.5%, meaning it is cited in almost every response where it appears. Endor Labs follows at 75%, both far exceeding the category average citation rate of 15.6%.
What sources does Google AI Mode anchor on most for software supply chain security research?
The top cited sources include cycode.com, aikido.dev, ox.security, and xygeni.io, none of which rank in the top 10 brands by composite score. This indicates AI is drawing heavily on third-party editorial and comparison content rather than brand-owned pages alone.
Which brands have high visibility but low citation trust in this category?
Mend and GitLab both show this pattern. Mend has 37.5% visibility but only a 12.5% citation rate, and GitLab has 25% visibility with a 0% citation rate, meaning it is named but never linked as a source.
Which brands have lost the most AI visibility recently in this category?
Aqua Security fell 12 rank positions from rank 5 to rank 17, dropping from 12.5% to 0% visibility. Anchore fell 8 positions from rank 3 to rank 11 with the same visibility drop to zero.
Which brands are rising fastest in AI visibility for software supply chain security tools?
GitHub and GitLab both jumped from zero visibility to 25%, rising 7 and 5 rank positions respectively. Snyk gained the most absolute visibility at 25 percentage points, moving from rank 4 to rank 1.