Context
Reshape is an AI-powered fitness and nutrition app focused on habit-building through personalized workouts, meal logging, and daily progress tracking.
At the time of the project, the team was trying to improve retention in a crowded market where users often dropped off before habits had time to form.
The Real Problem
What it looked like
Reshape needed stronger retention features.
What made it urgent
Only 10.97% of users were retained by Day 7, and key feature usage dropped by 97%. Users were not sticking around long enough for habits to form.
What I actually had to solve
The deeper issue was not feature count. Users needed small wins, visible progress, and a feeling that missing a day had a real cost. Otherwise habits never had time to stick.


Takeaway
If I had stopped at the surface level, I would have added more engagement features. The real work was designing motivation, momentum, and consistency into the product experience.

