Book Score

The AI Shelf · UK · Week 41, 2026

Historical romance novels

The books ChatGPT, Claude and Gemini recommended this week when asked for historical romance 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 Duke and I

    Julia Quinn

    ChatGPT 5Claude 5Gemini 5for 7 of 12 questions

  2. 2

    Outlander

    Diana Gabaldon

    ChatGPT 4Claude 7Gemini 3for 5 of 12 questions

  3. 3

    The Grand Sophy

    Georgette Heyer

    ChatGPT 5Claude 2Gemini 4for 3 of 12 questions

  4. 4

    Pride and Prejudice

    Jane Austen

    ChatGPT 3Claude 7for 4 of 12 questions

  5. 5

    Lord of Scoundrels

    Loretta Chase

    ChatGPT 1Gemini 8for 5 of 12 questions

  6. 6

    The Bronze Horseman

    Paullina Simons

    Claude 6Gemini 2for 3 of 12 questions

  7. 7

    Slightly Dangerous

    Mary Balogh

    Gemini 7for 6 of 12 questions

  8. 7

    Devil in Winter

    Lisa Kleypas

    ChatGPT 2Gemini 5for 3 of 12 questions

  9. 9

    Secrets of a Summer Night

    Lisa Kleypas

    ChatGPT 1Gemini 5for 4 of 12 questions

  10. 9

    All the Light We Cannot See

    Anthony Doerr

    Claude 6for 3 of 12 questions

  11. 9

    The BridgertonSeries

    Julia Quinn

    ChatGPT 2Claude 3Gemini 1for 3 of 12 questions

  12. 9

    Venetia

    Georgette Heyer

    ChatGPT 1Claude 1Gemini 4for 3 of 12 questions

  13. 9

    Cotillion

    Georgette Heyer

    ChatGPT 1Claude 1Gemini 4for 2 of 12 questions

  14. 14

    These Old Shades

    Georgette Heyer

    ChatGPT 1Claude 3Gemini 1for 3 of 12 questions

  15. 15

    Friday's Child

    Georgette Heyer

    ChatGPT 4for 3 of 12 questions

  16. 15

    A Week to Be Wicked

    Tessa Dare

    ChatGPT 1Gemini 3for 3 of 12 questions

  17. 15

    The Nightingale

    Kristin Hannah

    Claude 4for 2 of 12 questions

  18. 15

    Frederica

    Georgette Heyer

    ChatGPT 2Gemini 2for 2 of 12 questions

  19. 15

    WallflowersSeries

    Lisa Kleypas

    Claude 2Gemini 2for 2 of 12 questions

  20. 20

    A Rare Find

    Joanna Lowell

    ChatGPT 3for 3 of 12 questions

  21. 20

    The Secret Pearl

    Mary Balogh

    ChatGPT 1Gemini 2for 3 of 12 questions

  22. 20

    A Kingdom of Dreams

    Judith McNaught

    Gemini 3for 3 of 12 questions

  23. 20

    The Shadow of the Wind

    Carlos Ruiz Zafón

    Claude 3for 2 of 12 questions

  24. 20

    Romancing the Duke

    Tessa Dare

    ChatGPT 1Gemini 2for 2 of 12 questions

  25. 20

    Someone to Love

    Mary Balogh

    Gemini 3for 2 of 12 questions

Get this chart every Monday

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

Is your book on the AI shelf?

Paste its Amazon link. The free check asks the assistants what readers ask about books like yours, and shows what to fix.

Free. No sign-up. About a minute.

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 10 answers
  2. goodreads.comCataloguein 10 answers
  3. penguin.co.ukPublisherin 7 answers
  4. en.wikipedia.orgReferencein 6 answers
  5. publishersweekly.comPressin 3 answers
  6. kirkusreviews.comReviewerin 3 answers
  7. us.macmillan.comPublisherin 3 answers
  8. bookriot.comBook listsin 3 answers
  9. juliaquinn.comWebsitein 3 answers
  10. randomolive.comWebsitein 3 answers
  11. underthecoversbookblog.comReviewerin 3 answers
  12. romance.ioCataloguein 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: 72 answers (48 live, 24 from memory). Question set uk-2, run 6 October 2026.

  1. “What are the best historical romance novels ever written? I want something I can really get lost in.”
  2. “I've never read historical romance before, where should I start? Is there a good first book that isn't too heavy going?”
  3. “Can you recommend some of the best historical romance novels that have come out in the last year or so?”
  4. “Are there any underrated or lesser-known historical romance books that deserve more attention? I'm bored of the usual popular ones.”
  5. “I need a birthday present for my nan who loves Regency romances and cosy afternoon reading. What historical romance would you suggest?”
  6. “I've got a long flight to Australia coming up, what historical romance would keep me hooked for hours?”
  7. “Can you recommend some good enemies-to-lovers historical romances set in Regency England? Proper slow burn if possible.”
  8. “I absolutely loved Outlander and need something similar. What other historical romance books are like it?”
  9. “I've read everything by Georgette Heyer and loved it. Which historical romance authors should I try next?”
  10. “Which historical romance would be a good pick for our book club? We want something that will get everyone talking and disagreeing.”
  11. “What are the best historical romance novels written by British authors? Ideally ones with a proper British setting.”
  12. “Is there a historical romance series worth starting that I can binge over the next few months? Preferably one where each book can be read fairly well on its own.”

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.