AEO for container security platforms: AI search visibility ranking
How AI search engines rank container security platforms by visibility and citations. 18 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Container security platforms used to scan images, enforce runtime policies, secure Kubernetes environments, and reduce cloud-native attack surface. 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 respond to buyer inquiries on Container security platforms, Wiz emerges as the distinct leader, being named in half of all references with a visibility of 50.0 percent. Prisma Cloud and Sysdig also frequently appear in AI-generated answers, underscoring their prominence in the industry.
The rankings reflect AI engines repeatedly drawing from top sources such as google.com and minimus.io, among others. Notably, several of these are aggregator and review platforms, which means AI engines rely heavily on collated user reviews and expert analyses to inform their responses.
For buyers, this page offers insights into how AI engines evaluate brands: recent reviews and third-party validations tend to influence rankings heavily. Consider focusing on brands that demonstrate strong topical authority in Container security, as shown by their consistent mention and credibility among these sources.
At a glance
What we observed in this category
Wiz holds a commanding position in container security AEO, scoring 50.0 on both visibility and citation against a category average visibility of just 7.6 percent. That gap is not marginal: the next closest brand, Prisma Cloud, sits at a composite score of 26.2 compared to Wiz's 50.0. Wiz also appears in the top cited sources list directly (wiz.io), meaning Google AI Mode is pulling from its own domain as a reference, which reinforces the lead structurally rather than incidentally.
The most striking divergence in this category is between being named and being trusted as a source. Prisma Cloud and Sysdig hold visibility of 37.5 and 25.0 percent respectively, yet both carry a citation rate of zero. Chainguard inverts this entirely, with zero visibility but a citation rate of 37.5 percent, suggesting AI Mode references Chainguard content as a source without surfacing the brand as a recommended solution. This named-versus-cited split is a defining AEO pattern in container security.
Google AI Mode is the top engine for every brand in this data set, confirming it as the dominant surface for container security answer engine optimisation. The cited sources reveal an eclectic anchor set: google.com, reddit.com, youtube.com, and niche domains like minimus.io, appsecsanta.com, and dokploy.com sit alongside wiz.io. The presence of community and third-party content in that citation mix indicates AI Mode is not anchoring solely on vendor sites, which partly explains why high-visibility brands like Prisma Cloud accumulate no citation credit.
Movers & shakers since last refresh
Biggest visibility risers
-
Wiz 25% → 50% · rank #1 → #1+25pp
-
Prisma Cloud 25% → 38% · rank #5 → #2+12pp
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Orca Security 0% → 12% · rank #9 → #4+12pp
Biggest visibility fallers
-
Aqua Security 25% → 0% · rank #2 → #16-25pp
-
Snyk 25% → 0% · rank #3 → #17-25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
wiz.io
|
50% | 50% | Google AI Mode |
Wiz leads with a composite score of 50.0, more than double Prisma Cloud's 26.2, and is the only top-5 brand whose own domain appears in the category's top cited sources list. |
||||
| 2 |
paloaltonetworks.com
|
38% | 0% | Google AI Mode |
Prisma Cloud rose three ranks to second with 37.5 percent visibility, but its citation rate remains zero, meaning AI Mode names it without ever linking to its content. |
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| 3 |
sysdig.com
|
25% | 0% | Google AI Mode |
Sysdig holds 25.0 percent visibility against a category average of 7.6 percent, yet like Prisma Cloud it earns zero citations, limiting its composite score to 17.5. |
||||
| 4 |
orca.security
|
12% | 12% | Google AI Mode |
Orca Security is the biggest rank riser in the data, jumping from ninth to fourth, with both visibility and citation at 12.5 percent, making it the only brand outside the top two with any citation presence. |
||||
| 5 |
chainguard.dev
|
0% | 38% | Google AI Mode |
Chainguard presents the sharpest visibility-citation inversion in the category: zero percent visibility but 37.5 percent citation, indicating AI Mode treats it as a source rather than a recommended brand. |
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| 6 |
crowdstrike.com
|
12% | 0% | Google AI Mode |
| 7 |
anchore.com
|
0% | 0% | Google AI Mode |
| 8 |
datadoghq.com
|
0% | 0% | Google AI Mode |
| 9 |
neuvector.com
|
0% | 0% | Google AI Mode |
| 10 |
tenable.com
|
0% | 0% | Google AI Mode |
| 11 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 12 |
jfrog.com
|
0% | 0% | Google AI Mode |
| 13 |
spectralops.io
|
0% | 0% | Google AI Mode |
| 14 |
lacework.com
|
0% | 0% | Google AI Mode |
| 15 |
redhat.com
|
0% | 0% | Google AI Mode |
| 16 |
aquasec.com
|
0% | 0% | Google AI Mode |
| 17 |
snyk.io
|
0% | 0% | Google AI Mode |
| 18 |
trendmicro.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on container 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 AEO 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 →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own container security platforms brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for container security platforms
Who leads AEO in container security platforms?
Wiz leads with a composite score of 50.0 and matching visibility and citation rates of 50.0 percent each, well ahead of second-place Prisma Cloud at 26.2. Wiz is also the only vendor whose domain (wiz.io) appears directly in the category's top cited sources.
Which brands have high visibility but zero citations in this category?
Prisma Cloud (37.5 percent visibility) and Sysdig (25.0 percent visibility) both carry a citation rate of zero, meaning Google AI Mode mentions them in answers but does not link to or draw from their content.
What sources does Google AI Mode cite most for container security research?
The top cited sources include google.com, minimus.io, youtube.com, dokploy.com, reddit.com, echo.ai, wiz.io, and appsecsanta.com. Community and third-party niche sites feature prominently alongside the one vendor domain (wiz.io).
Which brands lost the most AEO ground in container security platforms?
Aqua Security and Snyk both dropped 14 rank positions, each losing 25.0 percentage points of visibility and 25.0 percentage points of citation, falling from the top three to ranks 16 and 17 respectively.
Is it possible to earn citations in container security AEO without achieving visibility?
Yes. Chainguard has zero visibility but a citation rate of 37.5 percent, the second highest in the category, indicating AI Mode uses its content as a reference source without naming it as a recommended solution.
How concentrated is AEO performance across the 18 brands in this category?
Performance is heavily concentrated at the top: the category average visibility is just 7.6 percent and average citation is 5.6 percent, while eight of the ten brands shown score zero on composite, with ranks 7 through 10 all at 0.0.