AI personalization in ecommerce has real capability and real measurement risk. Most teams can’t tell which they’re experiencing–and here’s how to fix that.

A practical look at the marketing shifts worth preparing for in 2026, beyond the usual AI-everything noise.

A practical blueprint for building a measurement stack that survives privacy changes, platform drift, and attribution uncertainty–so you can make budget decisions with confidence.