Two colleagues reviewing a document together

Adoption & Abandonment Study

Measure who tries the assistant, who returns, and who never comes back.

A structured study of first-use, return use, and silent abandonment for in-app AI assistants—paired with qualitative context from support notes where available.

Included in this engagement

  • Cohort framing for first assistant exposure windows
  • Return and dormancy rates by product surface
  • Abandonment timing relative to response quality signals
  • Hypothesis list for product experiments
  • Executive one-pager plus technical appendix