AI Visibility Rankings · Security

Container security software: AI search visibility ranking (2026)

By monitoraeo Last updated July 12, 2026 Refreshed every 30 days

How AI search engines rank container security software by visibility and citations. 20 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, 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 →

Avg visibility across category

12%

Avg citation rate

20/20

Brands successfully audited

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When potential buyers inquire about Container security software, AI engines most frequently recommend Wiz, leading the category with a visibility rate of 37.5 percent. Aqua Security and Snyk also feature prominently in these discussions, indicating strong recognition and reliability within the field.

These rankings are shaped by the sources AI engines cite most often, such as wiz.io and ox.security. Many top sources are direct product websites, suggesting that proprietary information and self-published updates are crucial for informing AI recommendations.

For buyers comparing options, this page highlights one important factor: AI engines prioritize brands supported by recent reviews and third-party validations. Consider how these elements, alongside comprehensive topical authority, may influence product credibility and performance in the Container security software category.

At a glance

Category leader Wiz 38% visibility · named in 3 of 8 AI answers

Most cited brand Wiz 62% citation rate · the AI's most-trusted source brand in container security software

Top cited domain wiz.io Referenced by AI across the container security software query set — the highest-leverage PR target in this category

Visibility spread 38pp Gap between top and bottom of the ranking · 16 brands at 0% (invisible to the AI)

What we observed in this category

Wiz holds a commanding lead in this category with a composite score of 45.0, more than 16 points ahead of second-placed Aqua Security at 28.8. The category average visibility sits at just 5.0 percent, making Wiz's 37.5 percent visibility figure exceptionally dominant. That gap is significant because it means most buyers encountering AI-generated summaries of container security software will see Wiz named first, while the majority of the 20 brands audited receive no meaningful AI surface area at all.

Snyk and Sysdig illustrate a sharp divergence between being named and being trusted as a source. Snyk holds 25.0 percent visibility but only 12.5 percent citation, suggesting AI mentions it without anchoring on its own content. Sysdig shows the inverse pattern, with just 12.5 percent visibility but 37.5 percent citation. Most strikingly, Tigera has zero visibility yet a 37.5 percent citation rate, indicating AI is pulling from its content while not surfacing its brand name in direct answers.

Google AI Mode is the top engine for every brand in this dataset without exception, confirming the audit reflects a Google-centric AI landscape. The top cited sources include wiz.io and aquasec.com alongside third-party and lesser-known domains such as ox.security, aikido.dev, accuknox.com, and beaglesecurity.com. This pattern suggests Google AI Mode is supplementing primary vendor content with independent or niche security publishers when constructing its answers in this category.

Movers & shakers since last refresh

Biggest visibility risers

Wiz 12% → 38% · rank #1 → #1
+25pp
Aqua Security 12% → 25% · rank #3 → #2
+12pp
Snyk 12% → 25% · rank #4 → #3
+12pp

Biggest visibility fallers

Chainguard 12% → 0% · rank #2 → #8
-12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	Wiz wiz.io	38%	62%	Google AI Mode
Wiz leads with 37.5 percent visibility and 62.5 percent citation, both more than double the nearest competitor Aqua Security and far above the 5.0 percent category average.
2	Aqua Security aquasec.com	25%	38%	Google AI Mode
Aqua Security sits second with a composite score of 28.8, lifted by a strong 37.5 percent citation rate that matches Sysdig despite holding twice the visibility.
3	Snyk snyk.io	25%	12%	Google AI Mode
Snyk matches Aqua Security on visibility at 25.0 percent but its citation rate of 12.5 percent is three times lower, pointing to a gap between brand mentions and source authority.
4	Sysdig sysdig.com	12%	38%	Google AI Mode
Sysdig's 37.5 percent citation rate is disproportionately high relative to its 12.5 percent visibility, suggesting its content earns AI trust without consistently generating named appearances.
5	Tigera tigera.io	0%	38%	Google AI Mode
Tigera records zero visibility yet a 37.5 percent citation rate, the clearest example in this dataset of a brand being cited as a source while remaining invisible in AI-generated answers.
6	Qualys qualys.com	0%	25%	Google AI Mode
7	JFrog jfrog.com	0%	12%	Google AI Mode
8	Chainguard chainguard.dev	0%	12%	Google AI Mode
9	CrowdStrike crowdstrike.com	0%	12%	Google AI Mode
10	Orca Security orca.security	0%	0%	Google AI Mode
11	Check Point CloudGuard checkpoint.com	0%	0%	Google AI Mode
12	Anchore anchore.com	0%	0%	Google AI Mode
13	Rapid7 rapid7.com	0%	0%	Google AI Mode
14	Microsoft Defender for Cloud microsoft.com	0%	0%	Google AI Mode
15	NeuVector neuvector.com	0%	0%	Google AI Mode
16	Spectral spectralops.io	0%	0%	Google AI Mode
17	Prisma Cloud paloaltonetworks.com	0%	0%	Google AI Mode
18	Lacework lacework.com	0%	0%	Google AI Mode
19	Tenable tenable.com	0%	0%	Google AI Mode
20	Trend Micro 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.

wiz.ioox.securityaccuknox.comaikido.devbeaglesecurity.comaquasec.comsentinelone.comcheckmarx.com

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 software 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.

Audit your container security software brand → Browse all rankings Methodology →

Frequently asked about container security software AI visibility

Who leads AI visibility in container security software?

Wiz leads with 37.5 percent visibility and a composite score of 45.0, well ahead of second-placed Aqua Security at 28.8. The category average visibility is just 5.0 percent, making Wiz's position notably dominant.

Which container security brands are cited most by Google AI Mode?

Wiz has the highest citation rate at 62.5 percent, followed by Aqua Security, Sysdig, and Tigera each at 37.5 percent. Wiz.io and aquasec.com also appear directly in the top cited sources list for the category.

Are there brands with high citation rates but low visibility in this category?

Yes. Tigera has a 37.5 percent citation rate but zero visibility, and Sysdig has a 37.5 percent citation rate with only 12.5 percent visibility. Both are being used as source material without appearing prominently in AI-generated answers.

What third-party sources does Google AI Mode rely on for container security queries?

The audit identifies ox.security, aikido.dev, accuknox.com, beaglesecurity.com, sentinelone.com, and checkmarx.com alongside vendor domains wiz.io and aquasec.com as top cited sources in this category.

Which brand has lost the most AI visibility in container security recently?

Chainguard dropped six ranks from position 2 to position 8, with a visibility delta of negative 12.5 percent, falling from 12.5 percent visibility to zero in the current period.

Which brands have gained the most AI visibility in container security recently?

Wiz gained 25.0 percentage points in visibility, rising from 12.5 to 37.5 percent. Aqua Security and Snyk each gained 12.5 percentage points, both doubling their previous visibility score.