An AI sous-chef that adapts the recipe to who is cooking, what is in the fridge, and how the day went.
AI cooking apps lose users in week two because they read like search engines with a chat layer. The bet was that adapting the recipe to the cook, skill, time, taste, makes the assistant feel like a collaborator instead of a vending machine.
If it shipped, the things to watch:
- Recipe completion rate in week one versus week four.
- Average modifications per session. The assistant earns its keep when users tweak, not when they obey.
- Shares per saved recipe. Does it become a thing you cook with someone else.
Three rounds of usability said the collaborator framing landed. The company pivoted before launch. The work is here so the thinking can be read even if the product cannot be opened.











