The AI Shelf · UK · Week 42, 2026
Cookbooks
The books ChatGPT, Claude and Gemini recommended over the last 3 weeks when asked for cookbooks: 216 answers to 12 questions worded the way readers ask.
Ranked by the share of all answers that recommend each book. An arrow means its share really moved since last week; – means steady.
- 1–21%45 of 216 answers
- 2–14%30 of 216 answers
- 3New10%22 of 216 answers
- 4–9%20 of 216 answers
- 5–7%16 of 216 answers
- 6–7%15 of 216 answers
- 7–6%12 of 216 answers
- 8–5%11 of 216 answers
- 8New5%11 of 216 answers
- 8–5%11 of 216 answers
- 11–5%10 of 216 answers
- 11–5%10 of 216 answers
- 11–5%10 of 216 answers
- 11–5%10 of 216 answers
- 15–4%9 of 216 answers
- 15–4%9 of 216 answers
- 15–4%9 of 216 answers
- 18–4%8 of 216 answers
- 18▼144%8 of 216 answers
- 18–4%8 of 216 answers
- 21–3%7 of 216 answers
- 21–3%7 of 216 answers
- 21–3%7 of 216 answers
- 21–3%7 of 216 answers
- 21–3%7 of 216 answers
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The sites the assistants read for this list
Cited by ChatGPT and Claude while they answered. Sites marked Publisher list only their own books; the rest are lists, reviewers and press a book can be pitched to.
- goodreads.comCataloguein 7 answers
- penguin.co.ukPublisherin 6 answers
- en.wikipedia.orgReferencein 6 answers
- npr.orgPressin 6 answers
- theguardian.comPressin 5 answers
- penguinrandomhouse.comPublisherin 5 answers
- eatyourbooks.comBook listsin 4 answers
- bloomsbury.comPublisherin 4 answers
- bonappetit.comPressin 3 answers
- tollbit.bbcgoodfood.comWebsitein 3 answers
- thehappyfoodie.co.ukWebsitein 3 answers
- simonandschuster.comPublisherin 3 answers
How this list is made
Every week we ask the same 12 questions, 2 times each, of ChatGPT and Claude (both searching the web live) and Gemini (answering from what it knows; Google's terms don't let tools like ours analyse its web-search answers). The questions are worded the way readers really ask. We read which books each answer recommends, count each book once however it is spelled, leave out any book or author the question itself named, and rank by the share of answers that name it. A list is published only when every assistant answered.
This week: 216 answers (144 live, 72 from memory). Question set uk-2, run 12 October 2026.
- “What are the best cookbooks of all time? I want something I'll actually use in the kitchen rather than just look at.”
- “I'm 25 and can barely cook beyond beans on toast. Which cookbook should I start with?”
- “What are the best cookbooks that have come out in the last year or so? Looking for something fresh.”
- “Are there any underrated or lesser-known cookbooks that deserve more attention? I'm bored of the usual celebrity chef ones.”
- “I need a cookbook for my dad who loves barbecuing and spicy food. He's 62 and a decent cook already, any ideas?”
- “Can you recommend a cookbook for a cosy rainy weekend when I want to do some slow cooking and bake a bit?”
- “What are the best vegan cookbooks for people who don't want to spend ages in the kitchen or buy loads of weird ingredients?”
- “I loved Salt Fat Acid Heat and want more cookbooks like it that explain why cooking works, not just recipes. What would you suggest?”
- “I've cooked my way through nearly everything by Nigella Lawson and loved it. Which cookbook author should I read next?”
- “We're starting a cookbook club where everyone cooks a dish from the same book and brings it along. Which cookbook would get people talking?”
- “What are the best cookbooks by British authors? I'd love something that celebrates proper British food and ingredients.”
- “Is there a cookbook series worth collecting? I'm thinking of something like a set where each book covers a different cuisine or style.”
A list shows what the assistants said that week. It is not a ranking of quality or of sales, and nobody pays to be on it.