Syntax AI integrates into CI/CD pipelines to catch architectural debt and security issues before merge. Built by former Atlassian engineers at Stone & Chalk, the platform has reduced code review cycles by 40% for mid-market SaaS firms. Their approach combines static analysis with contextual ML models trained on public codebases.