# Container and Kubernetes security: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "container security platform" and as "Kubernetes security tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/it/cloud/container-and-kubernetes-security/2026-11

**Standing:** Trivy leads with 24% of first choices; verdict contested. 72 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Trivy](https://www.gane.ai/index/it/vendors/trivy/index.md) | 24% | 20% | 51 |
| 2 | [Falco](https://www.gane.ai/index/it/vendors/falco/index.md) | 21% | 2% | 43 |
| 3 | [Kubescape](https://www.gane.ai/index/it/vendors/kubescape/index.md) | 15% | 0% | 18 |
| 4 | [Sysdig Secure](https://www.gane.ai/index/it/vendors/sysdig-secure/index.md) | 8% | 14% | 58 |
| 5 | [Wiz](https://www.gane.ai/index/it/vendors/wiz/index.md) | 7% | 25% | 40 |
| 6 | [Aikido Security](https://www.gane.ai/index/it/vendors/aikido-security/index.md) | 7% | 0% | 11 |
| 7 | [Snyk Container](https://www.gane.ai/index/it/vendors/snyk-container/index.md) | 6% | 11% | 35 |
| 8 | [Aqua Security](https://www.gane.ai/index/it/vendors/aqua-security/index.md) | 3% | 20% | 49 |
| 15 | [Microsoft Defender for Containers](https://www.gane.ai/index/it/vendors/microsoft-defender-for-containers/index.md) | 0% | 9% | 11 |
| 16 | [Kyverno](https://www.gane.ai/index/it/vendors/kyverno/index.md) | 0% | 9% | 11 |
| 17 | [Orca Security](https://www.gane.ai/index/it/vendors/orca-security/index.md) | 0% | 9% | 11 |
| 18 | [Anchore](https://www.gane.ai/index/it/vendors/anchore/index.md) | 0% | 9% | 11 |

Rank is by share of first choices among all 115 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Aikido Security; alternatives Aqua Security, Sysdig Secure
- GPT-5.4 mini: Sysdig Secure; alternatives Aqua Security, Wiz
- Gemini 3.5 Flash: Wiz; alternatives Aqua Security, CrowdStrike Falcon Cloud Security, Datadog Cloud Security, Sysdig Secure
- Perplexity Sonar: Aikido Security; alternatives Snyk Container, Sysdig Secure
- Grok 4.20: Wiz; alternatives Aqua Security, Sysdig Secure
- Mistral Small: Upwind; alternatives Datadog Cloud Security Management, Sysdig Secure, Wiz
- DeepSeek V4 Flash: Sysdig Secure; alternatives Aqua Security
- Llama 4 Maverick: Trivy; alternatives Falco, Mend.io, Sysdig Secure
- Qwen 3.7 Flash: Aikido Security, Snyk Container; alternatives Aqua Security, Mend.io, Sysdig Secure
- Kimi K2: Aikido Security; alternatives Microsoft Defender for Containers, Sysdig Secure, Wiz
- GLM 4.7 FlashX: Mend.io; alternatives Snyk Container, Sysdig Secure, Wiz
- MiniMax M2.5: Mend.io; alternatives Aikido Security, Sysdig Secure, Wiz
- GPT-6 Luna: Sysdig Secure; alternatives Microsoft Defender for Containers, Wiz
- Muse Glimmer 30B: Aqua Security, Sysdig Secure; alternatives Microsoft Defender for Containers

## Sources the answers cite

74 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- softwareadvice.com: 28 answers, 34 citations
- gbhackers.com: 23 answers, 29 citations
- github.com: 22 answers, 30 citations
- g2.com: 20 answers, 27 citations
- chainguard.dev: 20 answers, 20 citations
- softwareadvice.co.uk: 17 answers, 17 citations
- ox.security: 16 answers, 19 citations
- expertinsights.com: 16 answers, 16 citations

Pages named in the most answers:

- https://softwareadvice.com/container-security (26 answers)
- https://gbhackers.com/best-container-security-compared (17 answers)
- https://softwareadvice.co.uk/directory/4438/container-security/software (17 answers)
- https://chainguard.dev/supply-chain-security-101/container-security-tools-a-buyers-guide (16 answers)
- https://zenarmor.com/docs/network-security-tutorials/top-container-security-tools (14 answers)
- https://ox.security/blog/container-security-solutions-in-2026 (13 answers)
- https://capterra.co.uk/directory/32916/container-security/software (12 answers)
- https://cyberpress.org/container-security-by-business-size-2 (11 answers)
- https://mazehq.com/learn/container-security-tools (11 answers)
- https://capterra.com/container-security-software (10 answers)

## Warned against

- Wiz: 10 of 40 labels negative. "Avoid these for limited budgets: Enterprise platforms like Wiz" (DeepSeek V4 Flash, budget prompt)
- Prisma Cloud: 19 of 41 labels negative. "Avoid high-end like Prisma Cloud or Datadog unless you need their full observability suites, as they scale expensively." (Grok 4.20, budget prompt)
- Trivy: 10 of 51 labels negative. "Avoid for most mid-market cases: Pure open-source like Trivy alone (great scanner but lacks platform features)" (Grok 4.20, direct prompt)
- Sysdig Secure: 8 of 58 labels negative. "Avoid these for limited budgets: Enterprise platforms like ... Sysdig Secure" (DeepSeek V4 Flash, budget prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Trivy at 24%.

- Sysdig Secure: 20% to 8%, −12. Cleared the floor by 1 point · rank 2 → 4 of 115.
- Aikido Security: 0% to 7%, +7. Inside the floor by 4 points · rank 14 → 6 of 115.
- Falco: 15% to 21%, +6. Inside the floor by 5 points · rank 3 → 2 of 115.
- Aqua Security: 8% to 3%, −5. Inside the floor by 6 points · rank 5 → 8 of 115.
- Orca Security: 3% to 0%, −3. Inside the floor by 8 points · rank 8 → 17 of 115.
- Trivy: 22% to 24%, +2. Inside the floor by 9 points · rank 1 of 115, unchanged.
- SUSE NeuVector: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 22 of 115.
- Wiz: 8% to 7%, −1. Inside the floor by 10 points · rank 6 → 5 of 115.
- Snyk Container: 5% to 6%, +1. Inside the floor by 10 points · rank 7 of 115, unchanged.
- Kubescape: 15% to 15%, ±0. Inside the floor by 11 points · rank 4 → 3 of 115.
- Microsoft Defender for Containers: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 15 of 115.
- Kyverno: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 of 115, unchanged.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.