Where AI helps
- Multi-touch weighting from real behavior data
- Incrementality testing at higher velocity
- Cross-channel deduplication
Where AI over-promises
Any deterministic 'this dollar generated that dollar' claim. Attribution is inherently probabilistic; don't buy a vendor that pretends otherwise.
Cadence
Refresh the model monthly. Present it quarterly. Weekly attribution debate is a waste of leadership calories.