Prevent AI-generated junk code with automated code-quality governance & refactor targets a $40.0B = 25M developers x $1.6K/year (avg spend on dev tools, code-quality & security) total addressable market with medium saturation and a year-over-year growth rate of 18% CAGR (developer tooling & code-security converge with AI).

Key trends driving demand: AI-assisted development -- increases velocity but also produces inconsistent, unvetted code that creates long-term tech debt; Shift-left security & quality -- teams want earlier detection and automatic remediation in CI/CD and IDEs; Policy-as-code adoption -- enterprises increasingly adopt automated policy enforcement across pipelines; Observability-for-code -- growing appetite for telemetry-driven code health metrics and predictive debt forecasting.