Container security platforms: AI search visibility ranking (2026)
How AI search engines rank container 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. 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 →
Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When AI engines are asked about Container security platforms, Wiz is cited as the leading brand, with a visibility rate of 25 percent. Other top contenders in the space include Aqua Security and Snyk. Wiz's prominent position is reinforced by a citation rate of 62.5 percent, indicating strong recognition among AI-generated responses.
The rankings reflect the sources AI engines reference most frequently. Websites like sentinelone.com and ox.security are among the top cited, suggesting that AI engines value insights from both industry leaders and aggregators. This reliance on diverse sources implies a broad evaluation of each brand's reputation and market presence.
For buyers reading this page, AI engines' preferences highlight the importance of recent reviews and third-party validations. Recognizing brands that maintain topical authority in container security and receive consistent endorsements can be key. Consider focusing on those aspects when choosing a platform from this list.
At a glance
What we observed in this category
Wiz leads the container security platforms category with a composite score of 36.2, meaningfully ahead of the next tier. Aqua Security, Snyk, Sysdig, and Prisma Cloud all share identical visibility at 25.0%, yet their composite scores range from 17.5 to 25.0, showing that citation rate is the differentiating factor. Wiz's citation rate of 62.5% is more than double any direct competitor in the top five, making its lead structurally significant rather than marginal.
A notable divergence exists between being named and being cited. Chainguard holds zero visibility yet carries a citation rate of 37.5%, placing it sixth overall by composite score despite never appearing in direct brand mentions. Prisma Cloud sits at the opposite extreme, achieving 25.0% visibility with a 0.0% citation rate, suggesting AI surfaces it as a named option but does not anchor on its owned content as a source. Sysdig also shows this gap, with visibility outpacing its 12.5% citation rate.
All ten ranked brands share Google AI Mode as their top engine, confirming this category's AI visibility is almost entirely concentrated in one surface. The top cited sources list is dominated by third-party and adjacent-brand domains: sentinelone.com, ox.security, portainer.io, aikido.dev, and checkmarx.com all appear ahead of or alongside wiz.io. This signals that Google AI Mode is drawing heavily on independent and competitor-adjacent sources rather than the platforms' own domains when constructing container security answers.
Movers & shakers since last refresh
Biggest visibility risers
-
Prisma Cloud 0% → 25% · rank #6 → #5+25pp
Biggest visibility fallers
-
Sysdig 38% → 25% · rank #2 → #4-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
wiz.io
|
25% | 62% | Google AI Mode |
Wiz leads all 18 brands with a composite score of 36.2 and a citation rate of 62.5%, more than double the 25.0% citation rate of its nearest peers. |
||||
| 2 |
aquasec.com
|
25% | 25% | Google AI Mode |
Aqua Security matches the top visibility tier at 25.0% but its citation rate of 25.0% keeps its composite score at 25.0, well below Wiz's 36.2. |
||||
| 3 |
snyk.io
|
25% | 25% | Google AI Mode |
Snyk shares identical visibility and citation figures with Aqua Security at 25.0% each, producing the same composite score of 25.0 and no statistical differentiation between the two. |
||||
| 4 |
sysdig.com
|
25% | 12% | Google AI Mode |
Sysdig reaches 25.0% visibility but its citation rate of 12.5% is the lowest among the visible top-five brands, and it fell two rank positions from the previous period. |
||||
| 5 |
paloaltonetworks.com
|
25% | 0% | Google AI Mode |
Prisma Cloud recovered from zero to 25.0% visibility in one period but holds a 0.0% citation rate, the lowest in the top five and well below the 9.7% category average. |
||||
| 6 |
chainguard.dev
|
0% | 38% | Google AI Mode |
| 7 |
jfrog.com
|
0% | 12% | Google AI Mode |
| 8 |
spectralops.io
|
0% | 0% | Google AI Mode |
| 9 |
orca.security
|
0% | 0% | Google AI Mode |
| 10 |
lacework.com
|
0% | 0% | Google AI Mode |
| 11 |
redhat.com
|
0% | 0% | Google AI Mode |
| 12 |
anchore.com
|
0% | 0% | Google AI Mode |
| 13 |
datadoghq.com
|
0% | 0% | Google AI Mode |
| 14 |
neuvector.com
|
0% | 0% | Google AI Mode |
| 15 |
tenable.com
|
0% | 0% | Google AI Mode |
| 16 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 17 |
crowdstrike.com
|
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 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 container 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 container security platforms AI visibility
Who leads AI visibility in container security platforms?
Wiz leads with a composite score of 36.2 and a citation rate of 62.5%, both figures significantly higher than any other brand in the category.
What is the average visibility and citation rate across container security platforms?
The category average visibility is 6.9% and the average citation rate is 9.7%, reflecting that most of the 18 tracked brands have minimal AI presence.
Which brands are cited by AI without being prominently named in answers?
Chainguard is the clearest example, holding a 37.5% citation rate despite 0.0% visibility, meaning its content is sourced but the brand is not surfaced as a named recommendation.
What sources does Google AI Mode anchor on for container security research?
The top cited sources include sentinelone.com, ox.security, portainer.io, aikido.dev, and checkmarx.com, indicating heavy reliance on third-party and adjacent-brand domains rather than the platforms' own sites.
Which brand saw the biggest visibility change in the most recent period?
Prisma Cloud was the biggest riser, jumping from 0.0% to 25.0% visibility, though its citation rate simultaneously fell by 12.5 percentage points to reach 0.0%.
Which engine dominates AI visibility for container security platforms?
Google AI Mode is the top engine for all ten ranked brands, indicating that visibility in this category is concentrated almost entirely in one AI surface.