Making it stick: the planning problem
Most of us know planning cuts waste. Doing it by hand is the faff that stops us. You sit down on a Sunday, thumb through recipes, write a list, cross-check the fridge and work out quantities so you don't over-buy. That's enough friction to lose most Sundays, and then you're back to wandering the aisles.
I built Chop it to give every recipe and ingredient a place in the same system, so weigh this accordingly. AI recipes sit alongside cookbook pages, website recipes and social saves in one library. From there you can plan the week and turn the chosen recipes into one consolidated shopping list with duplicates merged.
The pantry works from the other direction. Tell Chop it what's in the fridge, or use Scan ingredients in the Pantry to photograph a veg box or food shop (1 credit a scan) and confirm what it found. Pantry items are left off the shopping list by default, so you stop re-buying what you've got. Then look for recipes that use those ingredients before adding more to the list. A camera won't know the exact weight or ripeness of every vegetable, so the quick confirmation matters.
It won't stop you over-buying biscuits, and a notebook plus some discipline does the same job. But if "I'll plan the week properly" has failed every Sunday for years, removing the faff is what turns it into a habit that lowers the bill.
Any app only reaches the planning causes: buying with no meal in mind, forgetting what's in the fridge, not knowing what to do with the odds and ends. Portions are still your call, and a planned dinner can still lose to a takeaway on a bad Wednesday. Meal kits tackle portions from the other end, with pre-portioned ingredients at several pounds a portion (we priced the UK kits here). Whether that saves more than it costs depends on how much you bin now.
No independent study yet measures whether AI planning reduces a household's waste. What I've described is the mechanism, not a proven outcome.
Sources: WRAP on the £17 billion household cost, WRAP on where UK food waste occurs, WRAP's 2022 household waste report, and Food Standards Agency date-label guidance. Figures are periodically revised.