Generic AI is powerful for broad productivity, but it often breaks inside real business environments because workflows are messy, data is incomplete, rules are unclear, and industry context matters. Vertical AI wins when it understands the actual work, including exceptions, compliance, approvals, integrations, and human judgment. The real moat is not just the model or the data, but deep workflow context.