Is it cheaper to build an in house vulnerability scanner for our CI CD pipeline or subscribe to a low cost managed service provider
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it cheaper to build an in house vulnerability scanner for our CI CD pipeline or subscribe to a low cost managed service provider
1 real search · 1 real-search pass
2026 vulnerability scanning SaaS pricing CI/CD Snyk pricing GitLab security pricing Trivy enterprise pricing managed vulnerability scanningGoogle ↗
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 vulnerability scanning SaaS pricing CI/CD Snyk pricing GitLab security pricing Trivy enterprise pricing managed vulnerability scanning Google ↗
- Trivy · trivy.dev
- Snyk Plans and Pricing | Try for Free or from $25/month | Get a Custom Quote · snyk.io
- Pricing · about.gitlab.com