Exact ROI Forecasting for Marketing Channels with AI Agents
Forecasting the ROI of a marketing channel is more than predicting a number. In modern production environments, ROI work is a repeatable, auditable pipeline that translates data into actionable budgets, risk controls, and governance signals.