Automated DevOps auditor for CI security and code quality using AI

Automated DevOps auditor for CI security and code quality using AI targets a $9.0B = 150,000 mid-market and enterprise engineering orgs x $60k ACV. Assumes organizations with formal DevOps/security budgets are willing to pay enterprise pricing for continuous enforcement and remediation. total addressable market with medium saturation and a year-over-year growth rate of Developer tools and security scanning segments growing ~12-18% YoY, with DevSecOps spending growing faster in regulated industries.

Key trends driving demand: CI/CD velocity -- More commits and shorter release cycles increase the number of scans and false positives, creating demand for automated triage and remediation.; IaC and cloud-native adoption -- Increased use of Terraform, Kubernetes, and Helm raises attack surface and the need for automated IaC checks in pipelines.; Supply chain security regulation -- SLSA, SBOM and increased compliance expectations force organizations to enforce checks earlier in pipelines.; Low-code automation platforms -- Platforms like Make.com reduce integration effort across many tools, lowering time-to-value for pipeline enforcement..