AI has fundamentally accelerated software development, yet it has barely changed how software organizations operate. That mismatch is quietly becoming the biggest constraint on enterprise AI. For years, engineering teams needed more resources to keep up with demand. Today, small teams use AI to generate code, test, and accelerate the path from idea to implementation. Developers are clearly shipping code faster, but whether this consistently translates into better outcomes remains murky. This…