Analytics, Attribution, and Decision Intelligence
Favor indicators that predict revenue, such as time to first value, proposal acceptance rate, and stage progression speed. These metrics show where technology shortens cycles and where human touch remains essential for trust.
Analytics, Attribution, and Decision Intelligence
Use hybrid models to triangulate influence rather than claim certainty. Compare first-touch, last-touch, and data-driven results, then look for converging patterns that guide budget shifts without overreacting to single-channel anomalies.
