For three years “AI cooking” meant a chatbot that confidently invented a casserole and forgot the oven temperature. That era is ending. The 2026 crop can watch a shaky 30-second video and hand you a structured recipe, or turn “half a zucchini, two eggs, leftover rice” into dinner that actually works.
But the gap between the leaders and the bolt-ons is enormous, and it shows up in the details: whether the AI knows which recipe you're cooking when you ask a question, whether the ingredient list it wrote is editable, whether the whole thing is saved anywhere or evaporates when the chat scrolls away.
We spent two weeks cooking from AI output — not reading it, cooking it. Burnt one batch of gochujang chicken so you don't have to. Here's who earned a place in the kitchen.
The short version
FOODIE is the only one where AI is built into saving, planning, and cooking; ChatGPT is a brilliant brainstormer that forgets everything; the rest bolt AI onto apps designed before it existed.
