The birthday gift test: How to measure if your AI personalization actually knows customers
AG1 scaled from one SKU to nine in 18 months while maintaining 98-99% CSAT. Leala Francis reveals how she uses conversational AI to spot sentiment shifts before purchasing behavior changes, then adjusts supply forecasts mid-cycle. Her organizational design—consolidating customer happiness, insights, product commercialization, and packaging innovation under one role—creates the speed needed to launch four products without issues while keeping the feedback loop tight enough to catch problems when they're still "in the ones and twos."
The counter-intuitive insight: automation isn't about cost…
The skinny
The skinny isn't ready yet — notes appear once the transcript is processed.