Compare the monthly subscription costs of automated vulnerability scanning for DevOps tools that offer built-in compliance checks for SOC 2 certification.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the monthly subscription costs of automated vulnerability scanning for DevOps tools that offer built-in compliance checks for SOC 2 certification.
1 real search · 1 real-search pass
2026 pricing automated vulnerability scanning DevOps tools SOC 2 compliance checks Snyk GitLab Ultimate GitHub Advanced Security Aikido Semgrep OrcaGoogle ↗
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 pricing automated vulnerability scanning DevOps tools SOC 2 compliance checks Snyk GitLab Ultimate GitHub Advanced Security Aikido Semgrep Orca Google ↗
- Snyk Plans and Pricing | Try for Free or from $25/month | Get a Custom Quote · snyk.io
- Pricing · about.gitlab.com
- Pricing and Plans | AppSec Platform SAST, SCA, and Secrets · semgrep.dev
- Pricing · aikido.dev
- Pricing · aikido.dev
- GitLab review: pricing, plans and free tier · proofyo.com