Book Score

The AI Shelf · UK · Week 41, 2026

Romantasy novels

The books ChatGPT, Claude and Gemini recommended this week when asked for romantasy 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–

    A Court of Thorns and Roses

    Sarah J. Maas

    ChatGPT 5Claude 9Gemini 9for 6 of 12 questions

  2. 2–

    From Blood and Ash

    Jennifer L. Armentrout

    ChatGPT 2Claude 4Gemini 12for 7 of 12 questions

  3. 3–

    Radiance

    Grace Draven

    ChatGPT 3Claude 11Gemini 1for 7 of 12 questions

  4. 4–

    Fourth Wing

    Rebecca Yarros

    ChatGPT 4Claude 3Gemini 6for 6 of 12 questions

  5. 5–

    The Shadows Between Us

    Tricia Levenseller

    Claude 9for 6 of 12 questions

  6. 6–

    A Sorcery of Thorns

    Margaret Rogerson

    Claude 7Gemini 1for 6 of 12 questions

  7. 6–

    Emily Wilde's Encyclopaedia of Faeries

    Heather Fawcett

    ChatGPT 2Claude 3Gemini 3for 5 of 12 questions

  8. 6–

    Uprooted

    Naomi Novik

    ChatGPT 2Claude 2Gemini 4for 5 of 12 questions

  9. 9–

    Serpent & Dove

    Shelby Mahurin

    Claude 2Gemini 5for 5 of 12 questions

  10. 9–

    The EmpyreanSeries

    Rebecca Yarros

    Claude 1Gemini 6for 4 of 12 questions

  11. 9–

    The Folk of the AirSeries

    Holly Black

    ChatGPT 1Claude 1Gemini 5for 3 of 12 questions

  12. 12–

    One Dark Window

    Rachel Gillig

    ChatGPT 6for 5 of 12 questions

  13. 12–

    The Serpent and the Wings of Night

    Carissa Broadbent

    ChatGPT 3Gemini 3for 5 of 12 questions

  14. 12–

    Throne of Glass

    Sarah J. Maas

    ChatGPT 2Gemini 4for 2 of 12 questions

  15. 15–

    Dance of Thieves

    Mary E. Pearson

    Claude 5for 3 of 12 questions

  16. 15–

    Divine Rivals

    Rebecca Ross

    ChatGPT 4Claude 1for 3 of 12 questions

  17. 15–

    The Cruel Prince

    Holly Black

    ChatGPT 2Claude 3for 3 of 12 questions

  18. 15–

    Kushiel's Dart

    Jacqueline Carey

    ChatGPT 3Claude 1Gemini 1for 3 of 12 questions

  19. 15–

    Half a Soul

    Olivia Atwater

    ChatGPT 1Claude 3Gemini 1for 2 of 12 questions

  20. 20–

    The BargainerSeries

    Laura Thalassa

    Gemini 4for 4 of 12 questions

  21. 20–

    Swordheart

    T. Kingfisher

    Claude 2Gemini 2for 3 of 12 questions

  22. 20–

    The Plated PrisonerSeries

    Raven Kennedy

    Gemini 4for 3 of 12 questions

  23. 20–

    Spinning Silver

    Naomi Novik

    ChatGPT 2Claude 2for 2 of 12 questions

  24. 20–

    The Priory of the Orange Tree

    Samantha Shannon

    Claude 2Gemini 2for 2 of 12 questions

  25. 20–

    Onyx Storm

    Rebecca Yarros

    ChatGPT 2Claude 2for 1 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. goodreads.comCataloguein 13 answers
  2. penguin.co.ukPublisherin 13 answers
  3. penguinrandomhouse.comPublisherin 10 answers
  4. hachette.co.ukPublisherin 10 answers
  5. panmacmillan.comPublisherin 8 answers
  6. bloomsbury.comPublisherin 7 answers
  7. en.wikipedia.orgReferencein 6 answers
  8. read.macmillan.comPublisherin 6 answers
  9. us.macmillan.comPublisherin 5 answers
  10. amazon.comShopin 4 answers
  11. hachettebookgroup.comPublisherin 4 answers
  12. screenrant.comWebsitein 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-1, run 5 October 2026.

  1. “What are the best romantasy books ever written? I'm after proper swoony fantasy romance with great world building.”
  2. “I've never read romantasy before but keep seeing it everywhere on BookTok. Where should I start?”
  3. “What are the best romantasy books that have come out in the last year or so? I've read loads of the older stuff and need something new.”
  4. “Are there any underrated romantasy books that don't get talked about much? I'm sick of seeing the same five on every list.”
  5. “My mum loves cosy fantasy and Bridgerton-style romance for her birthday, what romantasy book should I get her?”
  6. “Can you recommend a romantasy to curl up with on a rainy weekend? Something I can get completely lost in.”
  7. “What are the best enemies to lovers romantasy books with a slow burn and no big cliffhanger ending?”
  8. “I absolutely loved A Court of Thorns and Roses, what other books are like it?”
  9. “I've read everything by Sarah J. Maas and I'm desperate for more, who should I read next?”
  10. “Which romantasy would be a good book club pick for our group? We want something people will argue about over a glass of wine.”
  11. “Who are the best British romantasy authors? I'd love to read something written by someone from the UK.”
  12. “Which romantasy series is worth starting? I want a complete series so I'm not waiting years for the next book.”

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.