Adoption Attribution Split

Adoption Attribution Split is the practice of separating adoption gains caused by in-app guidance from gains caused by product changes, pricing shifts, or seasonality before an agency claims credit. It matters because in-app assistants sit on top of the client's product, so every tour, checklist, or tooltip competes with roadmap work for the same metric. Without a split, agencies either overclaim (and lose trust at the first flat month) or underclaim (and get treated as a tool reseller). The split is built from three inputs: a holdout cohort that never sees the guidance, event-level completion data from the assistant, and a baseline period before launch. Userflow's real product signals let teams trigger experiences at the right moment, which makes holdout design cleaner than time-based comparisons. Chameleon's AI agents monitor retention impact, giving a second read on whether lift persists past week two. Present the split as a one-page table in the retainer review, not a dashboard screenshot.