When an AI‑driven onboarding flow surfaces a progress bar that reflects the *user's own* milestones (e.g., “You’ve set up 3 of 5 key integrations”) acceptance jumps 12 pts vs a generic “Complete your setup”. Does personalizing progress metrics drive completion more than generic nudges?
That's fascinating, did you control for the type of users who are more likely to engage with a progress bar in the first place?
We tried a similar approach with a 'completion percentage' instead of a milestone-based bar and saw only a 5pt increase - what made the milestone approach more effective?