We've reached a point where AI work can be organized and managed the same way you'd manage a team. Define a template, fill in a brief, get AI output, review it, regenerate if needed — all tracked with costs, versions, and project context. Most AI tools give you a conversation that disappears. This gives you tasks, comments, work history, cost tracking, multi-model support. That's operational infrastructure, not a chat window. The real power is across teams: one person defines templates, another reviews output, someone else handles edge cases. Everyone sees the same task, same work history, same comments. You scale without everyone needing to understand AI — they just need to understand the work.