Practical Guide to Measuring ChatGPT Ads ROI Amid Direct‑Traffic Attribution Issues
The guide shows why standard UTM and last‑click models label ChatGPT ad traffic as direct and offers a working attribution framework. It walks through baseline direct traffic, first‑touch UTM setups, and a hybrid measurement stack that captures the full value of conversational ad journeys.