Governance Before Generation: Why Prevention Matters More Than Review at AI Scale

As AI accelerates code output 10-50x, reactive code review becomes insufficient—teams repeatedly catch identical architectural violations. Governance systems that embed organizational constraints directly into the generation process prevent violations before they occur, addressing 'intent debt' where decisions exist but aren't enforced during code production. This upstream infrastructure shift parallels security engineering's evolution from post-generation scanning to integrated prevention.