AI Visibility Rankings · Security

DevSecOps platforms: AI search visibility ranking (2026)

How AI search engines rank devsecops platforms 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. DevSecOps platforms used to embed security into developer workflows, scan code and dependencies, and reduce release risk across modern pipelines. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jun 13, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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At a glance

Category leader GitLab 50% visibility · named in 4 of 8 AI answers

Most cited brand GitLab 12% citation rate · the AI's most-trusted source brand in devsecops platforms

Top cited domain endorlabs.com Referenced by AI across the devsecops platforms query set — the highest-leverage PR target in this category

Visibility spread 50pp Gap between top and bottom of the ranking · 15 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

GitLab leads the DevSecOps platforms category with a visibility score of 50.0%, more than 12 points above Snyk in second place at 37.5%. Both scores dwarf the category average of 6.2%, meaning the top two brands account for the overwhelming share of AI-generated mentions while the remaining 18 brands cluster at or near zero. This concentration effect is unusually sharp, and it suggests Google AI Mode is treating this category as a two-brand conversation for most query types.

The visibility-to-citation relationship reveals a notable divergence across brands. GitLab is the only brand that earns both visibility (50.0%) and citations (12.5%), making it the sole brand that is both named and linked by the AI. Snyk, despite strong visibility at 37.5%, receives zero citations, placing it in the 'named but not trusted as a source' tier. Checkmarx presents the inverse pattern: 0.0% visibility but 12.5% citation rate, meaning the AI references its domain as a source without naming it as a recommended platform.

The top cited sources in this category are dominated by third-party and analyst destinations rather than vendor domains. Endorlabs, Gartner, YouTube, Reddit, and Wiz appear as anchor sources alongside niche sites like Kiuwan and Plexicus.ai. No vendor from the top 10 ranked brands, except GitLab, appears in the cited sources list, which indicates the AI is pulling supporting evidence from independent content rather than vendor-owned material when constructing its answers.

Movers & shakers since last refresh

Biggest visibility risers

GitLab 0% → 50% · rank #0 → #1
+50pp
Snyk 0% → 38% · rank #0 → #2
+38pp
GitHub Advanced Security 0% → 12% · rank #0 → #3
+12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	GitLab gitlab.com	50%	12%	Google AI Mode
GitLab is the only brand achieving both top visibility (50.0%) and a citation rate (12.5%), putting it 43.8 points above the category average on visibility alone.
2	Snyk snyk.io	38%	0%	Google AI Mode
Snyk holds 37.5% visibility, six times the 6.2% category average, yet its 0.0% citation rate means Google AI Mode names it without linking to its domain.
3	GitHub Advanced Security github.com	12%	0%	Google AI Mode
GitHub Advanced Security sits at 12.5% visibility and 0.0% citations, matching ranks 4 and 5 on composite score (8.8) despite its parent domain's broader authority.
4	Mend mend.io	12%	0%	Google AI Mode
Mend shares an identical composite score of 8.8 and 12.5% visibility with GitHub Advanced Security and Aqua Security, indicating no meaningful differentiation at this tier.
5	Aqua Security aquasec.com	12%	0%	Google AI Mode
Aqua Security matches Mend and GitHub Advanced Security exactly at 12.5% visibility and 0.0% citations, suggesting AI mentions are infrequent and no source trust has been established.
6	Checkmarx checkmarx.com	0%	12%	Google AI Mode
7	Veracode veracode.com	0%	0%	Google AI Mode
8	Sonar sonarsource.com	0%	0%	Google AI Mode
9	Prisma Cloud paloaltonetworks.com	0%	0%	Google AI Mode
10	JFrog jfrog.com	0%	0%	Google AI Mode
11	Sysdig sysdig.com	0%	0%	Google AI Mode
12	Anchore anchore.com	0%	0%	Google AI Mode
13	Spectral spectralops.io	0%	0%	Google AI Mode
14	Cycode cycode.com	0%	0%	Google AI Mode
15	ArmorCode armorcode.com	0%	0%	Google AI Mode
16	Legit Security legitsecurity.com	0%	0%	Google AI Mode
17	Apiiro apiiro.com	0%	0%	Google AI Mode
18	BoostSecurity boostsecurity.io	0%	0%	Google AI Mode
19	Tenable tenable.com	0%	0%	Google AI Mode
20	CrowdStrike crowdstrike.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on devsecops platforms, 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.

endorlabs.comyoutube.comgartner.comoctopus.comwiz.iokiuwan.complexicus.aireddit.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 devsecops platforms 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 devsecops platforms brand → Browse all rankings Methodology →

Frequently asked about devsecops platforms AI visibility

Who leads AI visibility in DevSecOps platforms?

GitLab leads with 50.0% visibility and a composite score of 38.8, well ahead of Snyk at 37.5% and a category average of 6.2%.

Which DevSecOps brand is most cited as a source by Google AI Mode?

GitLab and Checkmarx both hold a 12.5% citation rate, but Checkmarx achieves this with 0.0% visibility, meaning it is referenced as a source without being recommended as a platform.

What sources does AI cite most for DevSecOps platform research?

The top cited sources are endorlabs.com, gartner.com, youtube.com, reddit.com, and wiz.io, all third-party or analyst destinations rather than vendor-owned domains.

How concentrated is AI visibility in the DevSecOps platforms category?

The top two brands, GitLab and Snyk, hold 50.0% and 37.5% visibility respectively, while the remaining 18 brands average well below the 6.2% category mean, many sitting at zero.

Can a brand earn citations without earning visibility in this category?

Yes. Checkmarx has a 12.5% citation rate but 0.0% visibility, showing Google AI Mode can pull from a domain as a supporting source without surfacing that brand as a named recommendation.

Which engine drives AI visibility for DevSecOps platforms?

All 20 brands in the audit recorded Google AI Mode as their top engine, indicating no meaningful presence has been established on alternative AI answer engines in this category.