Notes on applied AI and consumer measurement.

Notes on applied AI, consumer measurement, and what eighteen 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.

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.