How do automated vulnerability scanning tools for DevOps compare in price and accuracy when used by a team of just four full stack developers
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do automated vulnerability scanning tools for DevOps compare in price and accuracy when used by a team of just four full stack developers
1 real search · 1 real-search pass
2026 DevSecOps vulnerability scanning tools pricing Snyk Semgrep GitHub Advanced Security GitLab Ultimate SonarQube false positives accuracyGoogle ↗
OBSERVEDComparison
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.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 DevSecOps vulnerability scanning tools pricing Snyk Semgrep GitHub Advanced Security GitLab Ultimate SonarQube false positives accuracy Google ↗
- Snyk Plans and Pricing | Try for Free or from $25/month | Get a Custom Quote · snyk.io
- Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
- GitHub Advanced Security · Built-in protection for every repository · github.com
- Plans & Pricing: Enterprise & Team Plans for Developers · sonarsource.com
- Vulnerability · trivy.dev
- Static application security testing (SAST) · docs.gitlab.com
- GitLab Advanced SAST · docs.gitlab.com