The attribution you are waiting for from ChatGPT is coming, and it is not coming to you. I ran a survey this month (it’s still open; please take it) asking whether dedicated AI visibility platforms are worth paying for, and I deliberately never asked about attribution. It showed up anyway. One consultant wrote that the […]
Designing A Measurement Framework Before You Touch GA4
In most cases, Google Analytics 4 projects start as a technical request. A marketing team, client, or stakeholder asks for tracking to be set up. Someone gets access to the property and assumes the data will eventually tell a story worth listening to. Maybe sometimes it does. But most of the time, it produces a […]