A tech team's near-disastrous outage exposed crippling technical debt, leading them to adopt AI for architectural visibility. But the real transformation came when they redirected that AI to overhaul their bottlenecked code review process—turning risk assessment into a strategic advantage that accelerated delivery while safeguarding revenue.