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AI Attribution Modeling Doesn’t Fix Attribution: It Finally Makes It Honest
AI attribution modeling doesn’t make attribution smarter, it makes it honest, reconstructing the real customer journey instead of a simplified, analyst-approximated version of it.
The Five-Bullet Problem: Rethinking AI Executive Reporting
AI executive reporting can replace the same five recycled bullets with real anomalies, but someone still has to decide how to frame what it finds for leadership.
Marketo Tokens Masterclass: From Basic Field Merges to Advanced Program-Level Personalization
A practical guide to marketo tokens: field merges, My Tokens, Program Member Custom Field tokens, and the inheritance rules and default values that keep personalization from resolving blank.