Priya Nambiar

Escalation rules must be designed before AI acts, not written after problems surface.

How to save canceling customers by fixing adoption problems before they hit cancel.

Event-triggered sends still cause fatigue when the underlying signal quality remains weak.

Adoption agents that profile individual users face unexpected data protection obligations.

Focus messaging on the early actions that predict whether users stay or leave.

Checklists work best when users understand what to do; walkthroughs when they need to learn how.

Distinguishing viral loops from collaborative loops unlocks sustainable product-led growth.

Focus on activation rate to predict which free users will convert to paying customers.