Notes on applied AI and consumer measurement.

Notes on applied AI, consumer measurement, and what nineteen years of consumer insights work suggests about where the industry is headed. Posts here are my own. For published case studies under the Purchased brand, see Published Elsewhere below.

Nineteen Years of Asking Why People Buy

A retrospective on nineteen years spent asking one question — why did this person buy, and why did that person not. Three lessons learned the hard way, the people who taught me them, and why I think the real risk to insights is absorption rather than replacement.

AI Search Visibility Is Asking the Wrong Question

An empirical look at whether AI visibility actually moves purchase — and what one controlled experiment among 604 dog food buyers tells us about a budget decision the entire industry is making right now.

Published elsewhere

The following case studies were authored under the Purchased brand and remain canonical on purchased.com.