Index › IT › Products › Trivy · November 2026 Edition
9 categories · Ranked

Trivy

Trivy is a security scanner that checks container images, infrastructure as code and software dependencies for vulnerabilities · trivy.dev ↗

#1Best rank (small business)
14/14Models named it
75First choices
30Warnings
November 2026 Edition · all company sizes counted.
Ranked inSoftware composition analysis #2Container and Kubernetes security #1 small businessApplication security posture management #12Cloud-native application protection #20Vulnerability management platforms #30Cloud security posture management #26
3 more
AI security platforms #172Artifact and container registries #59Static application security testing #32
What AI models recommend in container security

Strongest at small business, contested with Falco. Ranked 39 of 93 for enterprise buyers.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“Top Recommendation for Open-Source Tools: Trivy (by Aqua Security) ... the gold standard open-source scanner for mid-sized engineering teams”Gemini 3.5 Flash · Paraphrase question · first choice
“Choose Open Source (Trivy/Falco) if you have DevOps engineers who enjoy building internal tooling and want zero vendor lock-in.”Qwen 3.7 Flash · Budget-constrained question · first choice
“Trivy plus Falco covers scanning and runtime at zero licence cost... best for cost-conscious teams that own their pipelines”Claude Haiku 4.5 · Budget-constrained question · first choice
“Top overall choice (free & powerful): Trivy (open-source; CLI, CI/CD, containers, IaC; zero cost, no vendor lock‑in)”GLM 4.7 FlashX · Budget-constrained question · first choice

What gives them pause

“Avoid for most mid-market cases: Pure open-source like Trivy alone (great scanner but lacks platform features)”Grok 4.20 · Direct question · warning
“Tools such as Trivy, Grype, and Snyk Container are useful for image and dependency findings, but they do not by themselves detect runtime attacks”Perplexity Sonar · Negative question · warning
“Snyk or Trivy (with add-ons): Developer-friendly for scanning/shift-left, but may need pairing with a runtime tool like Falco for full coverage.”Grok 4.20 · Scale-constrained question · warning
“Unconfigured Basic Scanners (e.g., Default Trivy/Grype setups): The Risk: Running a basic scan ... will inevitably lead to build failures”Qwen 3.7 Flash · Negative question · warning

Also on the shortlist

The products named in the same answers as Trivy, over the 284 answers that named it, and how often each was the first choice instead.

What the models named instead of Trivy →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Trivy's own site, not checked by Gane.

Customers named
Wise, CloudNativePG, Vista, Antigen Security, GitLab, Alpine Security, Harbor, Mirantis
Visit trivy.dev ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Trivy came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 248 of the 284 answers that named Trivy and are not a share of its labels.

By model

How each model answered on Trivy across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.512418
GPT-5.4 mini30104
Gemini 3.5 Flash391013
Perplexity Sonar250310
Grok 4.20231410
Mistral Small22116
DeepSeek V4 Flash23319
Llama 4 Maverick22105
Qwen 3.7 Flash41117
Kimi K232117
GLM 4.7 FlashX42006
MiniMax M2.530407
GPT-6 Luna12003
Muse Glimmer 30B33208

What it publishes

Addresses on trivy.dev
192
subdomains included
Content
147
counted in the table below
Documentation
1
Product · Integration
0 · 8
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Report or ebook146undated
Comparison1undated
How it is countedHide how it is counted

Every page trivy.dev exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.