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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When AI engines are queried about Shift-left security platforms, Snyk consistently emerges as the leader, mentioned in 37.5% of responses. Other notable brands include GitLab and Mend, making these some of the top contenders in the field. Snyk's high visibility reflects its prominent role as a go-to solution for shift-left security needs.
The rankings are influenced by the top cited sources, with AI engines frequently referencing domains like aikido.dev and endorlabs.com. These aggregators and review sites provide comprehensive analyses, enhancing their authority in the field. Snyk.io's presence as a source underscores Snyk's dominance in both product and content creation, benefiting its visibility significantly.
For buyers, this page offers insight into AI engine evaluations, highlighting brands backed by recent reviews and third-party validation. Prioritize platforms that receive consistent recognition, as they often reflect ongoing innovation and authority. Consider Snyk's strong presence if recent advancements and established credibility are key in your decision-making process.
At a glance
What we observed in this category
Snyk holds the top composite score at 41.2, ahead of GitLab at 38.8, but the more notable gap is between these two and third-placed Mend at 21.2. Snyk retains rank 1 despite a visibility drop of 12.5 points, while GitLab doubled its visibility from 25.0 to 50.0, now the highest raw visibility figure in the category. The 17-point composite gap between second and third place suggests the top two are in a distinct tier from the rest of the 18-brand field.
The most striking divergence between visibility and citation appears at ranks 4 and 5. Aikido Security and Endor Labs both carry 0.0 visibility yet each records a 62.5 citation rate, the highest citation figures in the entire category. Conversely, Sonar has 25.0 visibility and zero citations, and GitLab has 50.0 visibility against only 12.5 citations. Being named in AI responses and being used as a trusted source are clearly independent outcomes in this category.
Every brand in the top 10 lists Google AI Mode as its top engine, indicating the audit data is anchored almost entirely on that single engine. The top cited sources list includes aikido.dev, endorlabs.com, and snyk.io as brand-owned domains, alongside third-party and community sources such as wiz.io, reddit.com, and kiuwan.com. The presence of reddit.com and smaller domain names like plexicus.ai suggests Google AI Mode is drawing on a broad, non-premium source mix when constructing shift-left security responses.
Movers & shakers since last refresh
Biggest visibility risers
-
GitLab 25% → 50% · rank #3 → #2+25pp
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Mend 12% → 25% · rank #7 → #3+12pp
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GitHub Advanced Security 0% → 12% · rank #10 → #8+12pp
Biggest visibility fallers
-
Veracode 25% → 0% · rank #2 → #10-25pp
-
Snyk 50% → 38% · rank #1 → #1-12pp
-
Aikido Security 12% → 0% · rank #8 → #4-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
snyk.io
|
38% | 50% | Google AI Mode |
Snyk leads on composite score at 41.2 and holds the second-highest citation rate at 50.0, more than four times the category average of 11.8. |
||||
| 2 |
gitlab.com
|
50% | 12% | Google AI Mode |
GitLab owns the highest visibility at 50.0, double the category average of 9.0, but its 12.5 citation rate sits only marginally above that same average. |
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| 3 |
mend.io
|
25% | 12% | Google AI Mode |
Mend rose four places to rank 3 with visibility at 25.0, but its composite score of 21.2 trails GitLab by 17.6 points, reflecting a significant middle-tier gap. |
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| 4 |
aikido.dev
|
0% | 62% | Google AI Mode |
Aikido Security achieves a 62.5 citation rate, the joint highest in the category, despite zero visibility, making it the clearest example of citation without named presence. |
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| 5 |
endorlabs.com
|
0% | 62% | Google AI Mode |
Endor Labs matches Aikido Security exactly at 0.0 visibility and 62.5 citations, sharing rank 4 on composite score of 18.8 while remaining unnamed in AI responses. |
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| 6 |
sonarsource.com
|
25% | 0% | Google AI Mode |
| 7 |
checkmarx.com
|
12% | 0% | Google AI Mode |
| 8 |
github.com
|
12% | 0% | Google AI Mode |
| 9 |
sysdig.com
|
0% | 12% | Google AI Mode |
| 10 |
veracode.com
|
0% | 0% | Google AI Mode |
| 11 |
semgrep.dev
|
0% | 0% | Google AI Mode |
| 12 |
armorcode.com
|
0% | 0% | Google AI Mode |
| 13 |
aquasec.com
|
0% | 0% | Google AI Mode |
| 14 |
jfrog.com
|
0% | 0% | Google AI Mode |
| 15 |
synopsys.com
|
0% | 0% | Google AI Mode |
| 16 |
legitsecurity.com
|
0% | 0% | Google AI Mode |
| 17 |
harness.io
|
0% | 0% | Google AI Mode |
| 18 |
contrastsecurity.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. 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 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?
GitLab leads on raw visibility at 50.0 percent, but Snyk leads on composite score at 41.2 due to a much stronger citation rate of 50.0 percent versus GitLab's 12.5 percent.
Which brands are most cited by Google AI Mode in this category?
Aikido Security and Endor Labs each hold the highest citation rates at 62.5 percent, followed by Snyk at 50.0 percent, all above the category average of 11.8 percent.
Which brand has seen the biggest AI visibility collapse?
Veracode fell from rank 2 to rank 10 with a visibility drop of 25.0 points, going from 25.0 percent visibility to zero, with no citation activity recorded in the current period.
What sources does Google AI Mode anchor on for shift-left security research?
The top cited sources include brand-owned domains such as aikido.dev, endorlabs.com, and snyk.io alongside third-party sources including wiz.io, reddit.com, and kiuwan.com.
Can a brand be frequently cited without appearing in AI responses?
Yes. Aikido Security and Endor Labs both have 0.0 visibility yet 62.5 citation rates, showing that Google AI Mode uses their content as sources without naming them in generated answers.
Which brands are rising fastest in AI visibility for shift-left security?
GitLab recorded the largest visibility gain at plus 25.0 points, and Mend rose four rank positions with a 12.5-point visibility increase, making both the category's biggest movers this period.