AEO for container security software: AI search visibility ranking
How AI search engines rank container security software by visibility and citations. 20 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, secure runtime workloads, enforce policies, and reduce cloud-native infrastructure risk. 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 consistently name Wiz as the leader in Container security software, showing a visibility percentage of 50.0. Aqua Security and Sysdig also appear frequently, demonstrating substantial presence among the top choices. This suggests that buyers regularly encounter Wiz as a top option when seeking secure container solutions.
The rankings reflect data sourced primarily from domains like peerspot.com, a well-regarded review aggregator, alongside specific brand sites such as wiz.io and sysdig.com. These sites contribute heavily to AI recommendations, indicating that established brand authority and comprehensive reviews play a significant role in shaping AI-driven insights.
For buyers, this ranking underscores the importance of considering brands often cited by AI for comprehensive third-party validation and recent reviews. Evaluating how a brand is represented across these authoritative sources can aid in making informed decisions, especially within the Container security subcategory where topical authority directly influences visibility.
At a glance
What we observed in this category
Wiz leads the container security software category with a composite score of 50.0, exactly double the score of second-ranked Aqua Security at 37.5. That gap is notable because both brands have perfectly aligned visibility and citation rates, meaning Google AI Mode names and cites them at the same frequency. Sysdig sits third at a composite of 32.5, but already the drop from first to third represents a 17.5-point fall, compressing quickly toward the category average composite of roughly 18 to 20 for the mid-tier.
Sysdig presents the sharpest divergence between visibility and citation in this dataset. Its visibility is 25.0 percent but its citation rate is 50.0 percent, matching Wiz on citations despite appearing in far fewer AI responses. Orca Security shows the inverse problem: zero visibility yet a 50.0 percent citation rate, meaning Google AI Mode links to its domain as a source without naming it as a recommended brand. Snyk and Prisma Cloud both sit at 25.0 visibility but only 12.5 citation, indicating AI mentions them without anchoring to their owned content.
Google AI Mode is the dominant engine across all 10 ranked brands, with no outlier engine recorded for any brand. The top cited sources include youtube.com, wiz.io, portainer.io, peerspot.com, and g2.com, suggesting the AI draws on a mix of vendor-owned content, peer review platforms, and video. Prisma Cloud is the most significant mover in recent data, rising from rank 17 to rank 5 with a visibility delta of 25.0 points from a prior baseline of zero, while Wiz and Aqua Security each added 12.5 visibility points in the same period.
Movers & shakers since last refresh
Biggest visibility risers
-
Prisma Cloud 0% → 25% · rank #17 → #5+25pp
-
Wiz 38% → 50% · rank #1 → #1+12pp
-
Aqua Security 25% → 38% · rank #2 → #2+12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
wiz.io
|
50% | 50% | Google AI Mode |
Wiz holds a composite score of 50.0, more than 6 times the category average visibility of 8.1, with perfectly matched visibility and citation rates at 50.0 percent each. |
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| 2 |
aquasec.com
|
38% | 38% | Google AI Mode |
Aqua Security scores 37.5 on both visibility and citation, placing it 12.5 points behind Wiz but well above all other peers who fall to 32.5 composite or lower. |
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| 3 |
sysdig.com
|
25% | 50% | Google AI Mode |
Sysdig is cited at 50.0 percent, matching Wiz, but its visibility of only 25.0 percent means it earns source-level trust without equivalent brand-level mention in AI responses. |
||||
| 4 |
snyk.io
|
25% | 12% | Google AI Mode |
Snyk shares a 25.0 visibility score with ranks 3 and 5, but its citation rate of 12.5 percent is the lowest in the top five, giving it a composite of just 21.2. |
||||
| 5 |
paloaltonetworks.com
|
25% | 12% | Google AI Mode |
Prisma Cloud jumped 12 rank positions from 17 to 5, gaining 25.0 visibility points from zero, yet its citation rate remains low at 12.5 percent, matching Snyk at composite 21.2. |
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| 6 |
orca.security
|
0% | 50% | Google AI Mode |
| 7 |
anchore.com
|
0% | 25% | Google AI Mode |
| 8 |
microsoft.com
|
0% | 25% | Google AI Mode |
| 9 |
rapid7.com
|
0% | 12% | Google AI Mode |
| 10 |
chainguard.dev
|
0% | 12% | Google AI Mode |
| 11 |
crowdstrike.com
|
0% | 12% | Google AI Mode |
| 12 |
tigera.io
|
0% | 12% | Google AI Mode |
| 13 |
qualys.com
|
0% | 0% | Google AI Mode |
| 14 |
lacework.com
|
0% | 0% | Google AI Mode |
| 15 |
tenable.com
|
0% | 0% | Google AI Mode |
| 16 |
jfrog.com
|
0% | 0% | Google AI Mode |
| 17 |
checkpoint.com
|
0% | 0% | Google AI Mode |
| 18 |
neuvector.com
|
0% | 0% | Google AI Mode |
| 19 |
spectralops.io
|
0% | 0% | Google AI Mode |
| 20 |
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 software, 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 software 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 software
Who leads AI visibility in container security software?
Wiz leads with a composite score of 50.0 and visibility of 50.0 percent, which is more than six times the category average visibility of 8.1 percent. Aqua Security is the closest competitor at 37.5 composite.
Which container security brand is most cited by Google AI Mode without being named?
Orca Security has a citation rate of 50.0 percent but zero visibility, meaning Google AI Mode links to its domain as a source while never naming it as a recommended solution in responses.
What sources does Google AI Mode anchor on for container security research?
The top cited sources in this category are youtube.com, wiz.io, portainer.io, peerspot.com, sysdig.com, g2.com, checkmarx.com, and orca.security, covering vendor sites, peer review platforms, and video content.
Which container security brand showed the biggest recent visibility gain?
Prisma Cloud rose from rank 17 to rank 5, recording a visibility delta of 25.0 points from a prior baseline of zero, the largest single-period gain in the dataset.
Is there a brand in the top five where citation significantly outpaces visibility?
Sysdig has a citation rate of 50.0 percent against a visibility rate of only 25.0 percent, the largest positive divergence between those two metrics in the top five ranked brands.
Which engine dominates AI visibility across the container security category?
Google AI Mode is recorded as the top engine for every one of the 10 ranked brands, with no other engine appearing as a primary driver anywhere in this dataset.