Shift-left security platforms: AI search visibility ranking (2026)
How AI search engines rank shift-left security platforms by visibility and citations. 18 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. Shift-left security platforms used to identify vulnerabilities in code, dependencies, containers, and pipelines earlier in the software delivery lifecycle. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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At a glance
What we observed in this categoryauto-generated
Snyk holds a commanding lead in AI visibility for shift-left security platforms, with a visibility score of 50.0% against a category average of 9.7%. That gap is significant: Snyk appears in AI-generated responses at more than five times the average rate. Veracode, GitLab, and Sonar each sit at 25.0% visibility but share identical composite scores of 17.5, meaning the number-two slot is effectively a three-way tie and no single challenger is close to threatening Snyk's position.
A clear divergence exists between being named in AI responses and being cited as a source. Veracode, GitLab, and Sonar each carry 0.0% citation rates despite 25.0% visibility, meaning the AI mentions them without linking back to their domains. Checkmarx and Snyk are the only brands achieving both naming and citation, each at 12.5% citation. Endor Labs presents the sharpest inversion: 0.0% visibility but 12.5% citation, meaning it is referenced as a source without being surfaced as a recommended brand.
Google AI Mode is the dominant engine across every brand in this dataset, with all ten ranked brands recording it as their top engine and no other engine appearing. Among the sources the AI anchors on when generating responses, youtube.com, crowdstrike.com, and fortinet.com appear alongside category vendors like snyk.io and checkmarx.com. The presence of crowdstrike.com, fortinet.com, wiz.io, and orca.security as cited sources indicates the AI draws heavily on adjacent security vendors and broad security publishers rather than exclusively on shift-left specialists.
Movers & shakers since last refresh
Biggest visibility risers
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Snyk 0% → 50% · rank #0 → #1+50pp
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Veracode 0% → 25% · rank #0 → #2+25pp
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GitLab 0% → 25% · rank #0 → #3+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
snyk.io
|
50% | 12% | Google AI Mode |
Snyk leads the category at 50.0% visibility and 12.5% citation, placing it more than 21 points above the next three brands on composite score. |
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| 2 |
veracode.com
|
25% | 0% | Google AI Mode |
Veracode sits at 25.0% visibility but 0.0% citation, matching GitLab and Sonar exactly on composite score at 17.5, with no sourcing advantage over either peer. |
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| 3 |
gitlab.com
|
25% | 0% | Google AI Mode |
GitLab shares a three-way tie at 25.0% visibility and 0.0% citation, offering no differentiated AI footprint from Veracode or Sonar in this category. |
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| 4 |
sonarsource.com
|
25% | 0% | Google AI Mode |
Sonar matches Veracode and GitLab at 25.0% visibility and 0.0% citation, holding a composite score of 17.5 with no citation presence to separate it from those peers. |
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| 5 |
checkmarx.com
|
12% | 12% | Google AI Mode |
Checkmarx achieves a 12.5% citation rate matching Snyk, despite lower visibility at 12.5%, making it one of only two brands earning sourcing trust from AI responses. |
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| 6 |
semgrep.dev
|
12% | 0% | Google AI Mode |
| 7 |
mend.io
|
12% | 0% | Google AI Mode |
| 8 |
aikido.dev
|
12% | 0% | Google AI Mode |
| 9 |
endorlabs.com
|
0% | 12% | Google AI Mode |
| 10 |
github.com
|
0% | 0% | Google AI Mode |
| 11 |
aquasec.com
|
0% | 0% | Google AI Mode |
| 12 |
sysdig.com
|
0% | 0% | Google AI Mode |
| 13 |
jfrog.com
|
0% | 0% | Google AI Mode |
| 14 |
synopsys.com
|
0% | 0% | Google AI Mode |
| 15 |
legitsecurity.com
|
0% | 0% | Google AI Mode |
| 16 |
harness.io
|
0% | 0% | Google AI Mode |
| 17 |
contrastsecurity.com
|
0% | 0% | Google AI Mode |
| 18 |
armorcode.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on shift-left security 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.
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 shift-left security 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.
Frequently asked about shift-left security platforms AI visibility
Who leads AI visibility in shift-left security platforms?
Snyk leads with 50.0% visibility and a composite score of 38.8, more than double the score of the next group of brands. No other brand comes close to Snyk's current AI presence in this category.
Which brands are named in AI responses but never cited as sources?
Veracode, GitLab, and Sonar each have 25.0% visibility but 0.0% citation, meaning Google AI Mode mentions them without linking to their domains. Semgrep, Mend, and Aikido Security share the same pattern at 12.5% visibility and 0.0% citation.
Is there any brand with citations but no AI visibility?
Yes. Endor Labs records 0.0% visibility but 12.5% citation, meaning its domain appears as a referenced source in AI responses even though the brand is not surfaced as a recommended platform.
What sources does Google AI Mode cite most when covering shift-left security?
The top cited sources include youtube.com, crowdstrike.com, fortinet.com, wiz.io, checkmarx.com, snyk.io, orca.security, and kiuwan.com. Several of these are adjacent security vendors rather than pure shift-left specialists, indicating the AI draws on broad security content.
How concentrated is AI visibility across the 18 brands in this category?
The category average visibility is just 9.7%, and eight of the ten ranked brands sit at or below 25.0%. Snyk at 50.0% captures a disproportionate share of AI responses relative to the rest of the field.
Which engine dominates AI responses in this category?
Google AI Mode is the top engine for every single brand in the dataset, with no other engine appearing as a primary driver of visibility or citation for any of the 10 ranked brands.