Book Score

The AI Shelf · UK · Week 41, 2026

Historical fiction

The books ChatGPT, Claude and Gemini recommended this week when asked for historical fiction: 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–

    Wolf Hall

    Hilary Mantel

    ChatGPT 4Claude 12Gemini 6for 8 of 12 questions

  2. 2–

    All the Light We Cannot See

    Anthony Doerr

    ChatGPT 2Claude 12Gemini 1for 8 of 12 questions

  3. 3–

    The Name of the Rose

    Umberto Eco

    ChatGPT 3Claude 8Gemini 2for 5 of 12 questions

  4. 4–

    The Pillars of the Earth

    Ken Follett

    Claude 7Gemini 4for 6 of 12 questions

  5. 4–

    I, Claudius

    Robert Graves

    ChatGPT 5Claude 2Gemini 4for 3 of 12 questions

  6. 6–

    The Nightingale

    Kristin Hannah

    Claude 10for 6 of 12 questions

  7. 7–

    The Book Thief

    Markus Zusak

    ChatGPT 2Claude 7for 5 of 12 questions

  8. 8–

    Outlander

    Diana Gabaldon

    ChatGPT 2Claude 4Gemini 2for 3 of 12 questions

  9. 9–

    The Last Kingdom

    Bernard Cornwell

    ChatGPT 3Gemini 4for 4 of 12 questions

  10. 9–

    Beloved

    Toni Morrison

    ChatGPT 1Claude 4Gemini 2for 3 of 12 questions

  11. 9–

    Lonesome Dove

    Larry McMurtry

    ChatGPT 1Claude 4Gemini 2for 3 of 12 questions

  12. 12–

    Pachinko

    Min Jin Lee

    Claude 5for 4 of 12 questions

  13. 12–

    The Other Boleyn Girl

    Philippa Gregory

    ChatGPT 2Claude 1Gemini 2for 3 of 12 questions

  14. 12–

    The Masters of RomeSeries

    Colleen McCullough

    ChatGPT 1Gemini 4for 3 of 12 questions

  15. 12–

    Bring Up the Bodies

    Hilary Mantel

    ChatGPT 4Claude 1for 2 of 12 questions

  16. 12–

    The Remains of the Day

    Kazuo Ishiguro

    ChatGPT 1Claude 4for 2 of 12 questions

  17. 17New

    The Essex Serpent

    Sarah Perry

    ChatGPT 1Claude 3for 4 of 12 questions

  18. 17–

    Shōgun

    James Clavell

    ChatGPT 2Gemini 2for 3 of 12 questions

  19. 17–

    A Tale of Two Cities

    Charles Dickens

    ChatGPT 1Claude 3for 2 of 12 questions

  20. 17–

    A Place of Greater Safety

    Hilary Mantel

    ChatGPT 3Gemini 1for 2 of 12 questions

  21. 17–

    War and Peace

    Leo Tolstoy

    ChatGPT 2Claude 1Gemini 1for 1 of 12 questions

  22. 17–

    James

    Percival Everett

    Claude 2Gemini 2for 1 of 12 questions

  23. 17–

    The Saxon StoriesSeries

    Bernard Cornwell

    ChatGPT 1Claude 1Gemini 2for 1 of 12 questions

  24. 17–

    The Killer Angels

    Michael Shaara

    ChatGPT 1Claude 1Gemini 2for 1 of 12 questions

  25. 25New

    The Luminaries

    Eleanor Catton

    ChatGPT 1Claude 2for 3 of 12 questions

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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. penguin.co.ukPublisherin 7 answers
  3. theguardian.comPressin 5 answers
  4. en.wikipedia.orgReferencein 5 answers
  5. bookriot.comBook listsin 4 answers
  6. fivebooks.comBook listsin 3 answers
  7. us.macmillan.comPublisherin 3 answers
  8. bernardcornwell.netWebsitein 3 answers
  9. booksofbrilliance.comBook listsin 2 answers
  10. hachette.co.ukPublisherin 2 answers
  11. goodreads.comCataloguein 2 answers
  12. beyondthebookends.comReviewerin 2 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-1, run 5 October 2026.

  1. “What are the best historical fiction novels ever written? I've read a few but want a proper list of the really great ones.”
  2. “I've never really read historical fiction before, where should I start? Something not too heavy going would be good.”
  3. “What are the best historical fiction books that have come out in the last year or so? Looking for something new to read.”
  4. “Can you recommend some underrated historical novels that most people haven't heard of? I'm fed up of seeing the same bestsellers everywhere.”
  5. “I need a birthday present for my dad who loves history and war documentaries but doesn't read much fiction. Which historical novel would he enjoy?”
  6. “I've got a long flight to Australia coming up, what's a really gripping historical novel that will keep me hooked for hours?”
  7. “Can anyone recommend good historical fiction set in medieval England with a bit of a murder mystery element?”
  8. “I absolutely loved Wolf Hall, what other historical novels are similar to it?”
  9. “I've read everything by Philippa Gregory and need something new, who should I try next?”
  10. “Our book club wants a historical fiction pick that will really get us talking and arguing, any suggestions?”
  11. “What are the best historical novels by British authors? Ideally ones set in Britain too.”
  12. “Can you suggest a historical fiction series worth starting? I like getting stuck into a long series with lots of books.”

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.