Shift-left OWASP security audits as a pre-commit CI command

Shift-left OWASP security audits as a pre-commit CI command targets a $8.0B = 1,000,000 development orgs x $8K ACV. Rationale: global appsec tooling and scanning budgets across SMB to enterprise, averaged to $8K/year per org for continuous scanning, developer integrations, and remediation support. total addressable market with medium saturation and a year-over-year growth rate of 15-20% annual growth for application security tools, driven by DevSecOps and cloud migration.

Key trends driving demand: Shift-left DevSecOps -- teams are moving security checks earlier in the SDLC, increasing demand for fast file-level analysis.; AI-assisted code review -- code-aware LLMs can detect patterns and suggest fixes, enabling automated remediation suggestions at commit time.; Supply-chain and vulnerability pressure -- high-profile supply-chain breaches push companies to integrate continuous scanning into CI/CD pipelines.; Developer-first tooling -- preference for lightweight CLI/IDE integrations that surface actionable findings without heavy config or long scans..