Ads are coming to ChatGPT—and the biggest risk for brands isn’t testing too early, it’s measuring too late. As AI-driven advertising emerges, teams that prepare their conversion tracking, attribution, and reporting foundations now will be the ones that scale with confidence once beta ends.