Challenge
- Household inventory changes frequently and is difficult to track without adding friction to everyday routines.
- Shopping recommendations needed to reflect both purchase history and the user's current stock levels.
- Low-stock, expiration, location, and cross-device features had to feel useful without making the app heavy or intrusive.



