Book Score

The AI Shelf · UK · Week 42, 2026

Young adult novels

The books ChatGPT, Claude and Gemini recommended over the last 3 weeks when asked for young adult novels: 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. 1–

    Six of Crows duology

    Leigh Bardugo

    ChatGPT 5Claude 19Gemini 15for 7 of 12 questions

  2. 2–

    The Hate U Give

    Angie Thomas

    ChatGPT 8Claude 16Gemini 14for 5 of 12 questions

  3. 2–

    The Hunger Games

    Suzanne Collins

    ChatGPT 12Claude 10Gemini 16for 5 of 12 questions

  4. 4–

    Scythe

    Neal Shusterman

    ChatGPT 4Claude 11Gemini 20for 5 of 12 questions

  5. 5–

    Eleanor & Park

    Rainbow Rowell

    ChatGPT 11Claude 11Gemini 6for 5 of 12 questions

  6. 6–

    A Good Girl's Guide to Murder

    Holly Jackson

    ChatGPT 12Claude 10Gemini 5for 6 of 12 questions

  7. 7–

    An Ember in the Ashes

    Sabaa Tahir

    ChatGPT 5Claude 13Gemini 7for 4 of 12 questions

  8. 8–

    Simon vs. the Homo Sapiens Agenda

    Becky Albertalli

    ChatGPT 3Claude 16Gemini 5for 5 of 12 questions

  9. 9–

    Legend

    Marie Lu

    ChatGPT 9Claude 6Gemini 6for 3 of 12 questions

  10. 10–

    Divergent

    Veronica Roth

    ChatGPT 7Claude 7Gemini 6for 3 of 12 questions

  11. 11–

    The Book Thief

    Markus Zusak

    ChatGPT 11Claude 7Gemini 1for 3 of 12 questions

  12. 12–

    The Perks of Being a Wallflower

    Stephen Chbosky

    ChatGPT 6Claude 5Gemini 6for 3 of 12 questions

  13. 12–

    Speak

    Laurie Halse Anderson

    ChatGPT 7Claude 5Gemini 5for 2 of 12 questions

  14. 12–

    The Outsiders

    S. E. Hinton

    ChatGPT 6Claude 6Gemini 5for 1 of 12 questions

  15. 12–

    The Maze Runner

    James Dashner

    ChatGPT 5Claude 6Gemini 6for 1 of 12 questions

  16. 16–

    We Are Okay

    Nina LaCour

    ChatGPT 4Claude 7Gemini 5for 3 of 12 questions

  17. 16–

    His Dark Materials: Northern Lights / The Golden Compass

    Philip Pullman

    ChatGPT 2Claude 5Gemini 9for 2 of 12 questions

  18. 18–

    We Were Liars

    E. Lockhart

    ChatGPT 8Claude 4Gemini 3for 5 of 12 questions

  19. 18–

    Looking for Alaska

    John Green

    ChatGPT 12Claude 3for 3 of 12 questions

  20. 20–

    The Cruel Prince

    Holly Black

    ChatGPT 1Claude 7Gemini 6for 6 of 12 questions

  21. 20–

    One of Us Is Lying

    Karen M. McManus

    ChatGPT 7Claude 5Gemini 2for 3 of 12 questions

  22. 20–

    Noughts & Crosses

    Malorie Blackman

    ChatGPT 7Claude 1Gemini 6for 2 of 12 questions

  23. 23–

    The Inheritance Games

    Jennifer Lynn Barnes

    ChatGPT 8Claude 2Gemini 3for 2 of 12 questions

  24. 23–

    Fangirl

    Rainbow Rowell

    ChatGPT 6Claude 1Gemini 6for 2 of 12 questions

  25. 25–

    A Monster Calls

    Patrick Ness

    ChatGPT 5Claude 3Gemini 4for 5 of 12 questions

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What ChatGPT, Claude and Gemini recommend in young adult 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 11 answers
  2. en.wikipedia.orgReferencein 4 answers
  3. penguin.co.ukPublisherin 4 answers
  4. yalsa.ala.orgBook listsin 3 answers
  5. bookriot.comBook listsin 3 answers
  6. kirkusreviews.comReviewerin 3 answers
  7. us.macmillan.comPublisherin 3 answers
  8. amazon.comShopin 3 answers
  9. goodreads.comCataloguein 3 answers
  10. shop.scholastic.co.ukShopin 2 answers
  11. best-books.publishersweekly.comPressin 2 answers
  12. scholastic.comPublisherin 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: 216 answers (144 live, 72 from memory). Question set uk-2, run 12 October 2026.

  1. “What are the best young adult novels ever written? I'm after proper must-reads, not just whatever's trending on BookTok.”
  2. “I've never really read YA before but want to give it a go. Where should I start?”
  3. “What are the best YA books that have come out in the last year or so? Looking for something fresh.”
  4. “Can you recommend some underrated YA novels that most people haven't heard of but are actually brilliant?”
  5. “I need a birthday present for my 15 year old niece who loves dark fantasy and romance but has already read all the big ones. Any ideas for a YA book?”
  6. “I've got a long flight to Australia coming up. Which YA novels would be gripping enough to keep me reading the whole way?”
  7. “Can you recommend some YA novels about grief or losing a parent that aren't too bleak? Something hopeful would be good.”
  8. “I absolutely loved The Hunger Games. What other YA books are similar to it?”
  9. “I've read everything by John Green and need more. Who or what should I read next?”
  10. “Our book club is mostly women in our 30s and we want to try a YA novel. Which one would get everyone talking and arguing?”
  11. “What are the best YA novels by British authors? I'd like something with a proper UK setting and voice.”
  12. “Which YA series is worth starting right now? I want something with a few books already out so I can binge it.”

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.