Real ChatGPT answer · index seedBiBmMFGKIUYcompleteB2B software · cybersecuritycommercial

Which automated vulnerability scanners for DevOps actually catch container security issues early and have decent pricing for a startup with twelve developers?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which automated vulnerability scanners for DevOps actually catch container security issues early and have decent pricing for a startup with twelve developers?
2 real searches · 1 real-search pass
container image vulnerability scanning tools pricing plans 2026 Snyk GitLab Advanced Security Aqua TrivyGoogle ↗
OBSERVED
container security vulnerability scanners DevOps pricing Trivy Snyk GitLab Wiz startup 2026Google ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
container image vulnerability scanning tools pricing plans 2026 Snyk GitLab Advanced Security Aqua Trivy Google ↗
container security vulnerability scanners DevOps pricing Trivy Snyk GitLab Wiz startup 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
container image vulnerability scanning tools pricing plans 2026 Snyk GitLab Advanced Security Aqua Trivy
OBSERVED
Google ↗
AI Mode ↗
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of 1
container security vulnerability scanners DevOps pricing Trivy Snyk GitLab Wiz startup 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1