The Coordination Tax: Why Project Management Tools Decide Agency Margin Before AI Does

Agencies are buying AI faster than they are fixing the substrate it runs on, so status reporting, capacity planning, and client visibility still live in spreadsheets and inboxes. Project management platforms are where AI assistance actually converts into billable margin, because prioritization and status automation only work when tasks, dependencies, and time data sit in one system. The agencies that standardize this layer first will absorb AI tooling costs without adding headcount; the ones that do not will keep paying a coordination tax on every retainer.