As companies rush to deploy AI agents, they are discovering that much of their most important organizational intelligence lives outside formal systems and documented processes. Examples from financial services, software, and consulting firms demonstrate how organizations rely on an “implicit organization” of tacit knowledge, motivation, and professional judgment that AI cannot automatically replicate. Leaders who understand, preserve, and deliberately redesign these hidden capabilities will be better positioned to capture AI’s benefits without eroding the human judgment their organizations depend on.