Build the Foundation: Data, Models, and Meaning
AI enables personalization at scale by moving from broad segments to probabilistic profiles. Think embeddings, lookalike modeling, and dynamic cohorts that evolve as behavior shifts. Invite your team to comment with their biggest personalization wins.
Build the Foundation: Data, Models, and Meaning
High-performing models are built on first-party data that is consented, reliable, and timely. Create pipelines that de-duplicate, normalize, and label events consistently. Ask readers to share their favorite tactics for reducing data noise.
Build the Foundation: Data, Models, and Meaning
A neighborhood café used a lightweight recommendation model on loyalty data to suggest pastry add-ons by time of day. Conversions rose steadily, and customers loved the relevance. Reply if you want the simple checklist they used.
