Book Score

The AI Shelf · UK · Week 41, 2026

Literary fiction novels

The books ChatGPT, Claude and Gemini recommended this week when asked for literary fiction novels: 72 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. 1

    The Remains of the Day

    Kazuo Ishiguro

    ChatGPT 5Claude 12Gemini 2for 7 of 12 questions

  2. 2

    Atonement

    Ian McEwan

    ChatGPT 3Claude 9Gemini 2for 5 of 12 questions

  3. 3

    Never Let Me Go

    Kazuo Ishiguro

    ChatGPT 4Claude 4Gemini 4for 4 of 12 questions

  4. 4

    Wolf Hall

    Hilary Mantel

    ChatGPT 2Claude 3Gemini 2for 3 of 12 questions

  5. 4

    The Great Gatsby

    F. Scott Fitzgerald

    ChatGPT 3Claude 2Gemini 2for 2 of 12 questions

  6. 4

    Pride and Prejudice

    Jane Austen

    ChatGPT 2Claude 1Gemini 4for 2 of 12 questions

  7. 7

    The Sense of an Ending

    Julian Barnes

    ChatGPT 3Claude 1Gemini 2for 2 of 12 questions

  8. 7

    The Secret History

    Donna Tartt

    ChatGPT 2Claude 1Gemini 3for 2 of 12 questions

  9. 9

    A Month in the Country

    J. L. Carr

    ChatGPT 4Claude 1for 3 of 12 questions

  10. 9

    Brideshead Revisited

    Evelyn Waugh

    ChatGPT 3Claude 1Gemini 1for 2 of 12 questions

  11. 9

    Middlemarch

    George Eliot

    ChatGPT 3Claude 1Gemini 1for 2 of 12 questions

  12. 9

    Howards End

    E. M. Forster

    ChatGPT 3Gemini 2for 2 of 12 questions

  13. 9

    Mrs. Dalloway

    Virginia Woolf

    ChatGPT 2Claude 1Gemini 2for 2 of 12 questions

  14. 9

    Piranesi

    Susanna Clarke

    Claude 3Gemini 2for 2 of 12 questions

  15. 9

    The Go-Between

    L.P. Hartley

    ChatGPT 3Gemini 2for 2 of 12 questions

  16. 9

    The Neapolitan NovelsSeries

    Elena Ferrante

    ChatGPT 1Claude 2Gemini 2for 1 of 12 questions

  17. 17

    Stoner

    John Williams

    ChatGPT 2Claude 1Gemini 1for 3 of 12 questions

  18. 17

    A Gentleman in Moscow

    Amor Towles

    Claude 1Gemini 3for 3 of 12 questions

  19. 17

    The Cazalet Chronicles

    Elizabeth Jane Howard

    ChatGPT 2Claude 1Gemini 1for 2 of 12 questions

  20. 17

    White Teeth

    Zadie Smith

    ChatGPT 1Claude 1Gemini 2for 2 of 12 questions

  21. 17

    On Chesil Beach

    Ian McEwan

    ChatGPT 1Gemini 3for 2 of 12 questions

  22. 17

    Beloved

    Toni Morrison

    ChatGPT 2Claude 2for 1 of 12 questions

  23. 17

    One Hundred Years of Solitude

    Gabriel García Márquez

    ChatGPT 2Claude 2for 1 of 12 questions

  24. 17

    The Line of Beauty

    Alan Hollinghurst

    ChatGPT 1Claude 2Gemini 1for 1 of 12 questions

  25. 17

    Crime and Punishment

    Fyodor Dostoevsky

    Claude 2Gemini 2for 1 of 12 questions

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What ChatGPT, Claude and Gemini recommend in literary fiction novels, and the sites they quote, in one short email. Stop any time.

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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.

  1. penguinrandomhouse.comPublisherin 8 answers
  2. theguardian.comPressin 7 answers
  3. penguin.co.ukPublisherin 6 answers
  4. panmacmillan.comPublisherin 4 answers
  5. goodreads.comCataloguein 3 answers
  6. fivebooks.comBook listsin 2 answers
  7. thebookerprizes.comWebsitein 2 answers
  8. lithub.comPressin 2 answers
  9. bookshop.orgShopin 2 answers
  10. en.wikipedia.orgReferencein 2 answers
  11. bookbrowse.comCataloguein 2 answers
  12. booksofbrilliance.comBook listsin 1 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: 72 answers (48 live, 24 from memory). Question set uk-2, run 6 October 2026.

  1. “What are the best literary fiction novels of all time? I want to read something properly good but I don't know where to look.”
  2. “I've mostly read thrillers and want to get into literary fiction. Where should I start without it feeling like hard work?”
  3. “What are the best literary fiction novels that have come out in the last year or so? Looking for something fresh that people are actually talking about.”
  4. “Can you recommend some underrated or lesser-known literary fiction novels that deserve more attention? I've read most of the big prize winners already.”
  5. “My dad is 68, loves history and hates anything too flowery. What literary fiction novel could I get him for Christmas?”
  6. “I've got a long flight to Australia coming up. What literary fiction novel would be absorbing enough to get me through it without being too heavy?”
  7. “Can you suggest some good literary fiction set in post-war Britain? I like quiet, character-driven stories about ordinary families.”
  8. “I absolutely loved The Remains of the Day and want more books like it. What else should I read?”
  9. “I've read everything by Sally Rooney and I'm after something similar. Which literary fiction authors should I try next?”
  10. “Our book club is looking for a literary fiction novel that will get everyone talking and disagreeing a bit. Any suggestions that aren't too long?”
  11. “What are the best literary fiction novels by British authors? I'd love to read something that really captures life in the UK.”
  12. “Are there any literary fiction series worth starting? I like getting stuck into a set of connected books with the same characters or world.”

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.