Book Score

The AI Shelf · the month

What AI recommended in October 2026

3,456 answers from ChatGPT, Claude and Gemini to the same reader questions, asked every week. Each genre's five most-named books over the whole month.

  • Psychological thrillers

    1. The Silent Patient by Alex Michaelides 43%
    2. Gone Girl by Gillian Flynn 36%
    3. The Girl on the Train by Paula Hawkins 26%
    4. Before I Go to Sleep by S. J. Watson 22%
    5. We Need to Talk About Kevin by Lionel Shriver 21%

  • Crime thrillers

    1. Gone Girl by Gillian Flynn 29%
    2. The Girl With the Dragon Tattoo by Stieg Larsson 19%
    3. In the Woods by Tana French 18%
    4. Series: The Harry Bosch series by Michael Connelly 17%
    5. The Silent Patient by Alex Michaelides 17%

  • Romantasy novels

    1. A Court of Thorns and Roses by Sarah J. Maas 33%
    2. From Blood and Ash by Jennifer L. Armentrout 25%
    3. Fourth Wing by Rebecca Yarros 22%
    4. Radiance by Grace Draven 18%
    5. Uprooted by Naomi Novik 15%

  • Epic fantasy novels

    1. Mistborn: The Final Empire by Brandon Sanderson 28%
    2. The Lord of the Rings trilogy by J.R.R. Tolkien 28%
    3. A Song of Ice and Fire (Game of Thrones) by George R.R. Martin 22%
    4. The First Law by Joe Abercrombie 18%
    5. The Name of the Wind by Patrick Rothfuss 17%

  • Cosy crime novels

    1. The Thursday Murder Club by Richard Osman 53%
    2. Agatha Raisin and the Quiche of Death by M. C. Beaton 26%
    3. A Murder is Announced by Agatha Christie 22%
    4. The Murder at the Vicarage by Agatha Christie 15%
    5. Agatha Raisin: Dead Before Teatime by M.C. Beaton 15%

  • Science fiction novels

    1. Foundation by Isaac Asimov 25%
    2. Dune by Frank Herbert 23%
    3. Series: The Expanse by James S. A. Corey 21%
    4. The Left Hand of Darkness by Ursula K. Le Guin 19%
    5. Children of Time by Adrian Tchaikovsky 18%

  • Cookbooks

    1. Salt, Fat, Acid, Heat: Mastering the Elements of Good Cooking by Samin Nosrat 22%
    2. The Food Lab: Better Home Cooking Through Science by J. Kenji López-Alt 13%
    3. Mastering the Art of French Cooking, Vol. 1 by Julia Child, Louisette Bertholle, and Simone Beck 11%
    4. Joy of Cooking by Irma S. Rombauer, Marion Rombauer Becker, and Ethan Becker 10%
    5. How to Cook Everything The Basics: All You Need to Know to Start Cooking--from Scratch by Mark Bittman 10%

  • True crime books

    1. I'll Be Gone in the Dark: One Woman's Obsessive Search for the Golden State Killer by Michelle McNamara 49%
    2. In Cold Blood by Truman Capote 42%
    3. Killers of the Flower Moon: The Osage Murders and the Birth of the FBI by David Grann 37%
    4. The Devil in the White City: Murder, Magic, and the Madness at the Fair That Changed America by Erik Larson 29%
    5. The Stranger Beside Me by Ann Rule 24%

  • Health & fitness books

    1. Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones by James Clear 21%
    2. In Defense of Food: An Eater's Manifesto by Michael Pollan 12%
    3. Why We Sleep: Unlocking the Power of Sleep and Dreams by Matthew Walker 10%
    4. Food for Life: The New Science of Eating Well by Professor Tim Spector 10%
    5. Outlive: The Science and Art of Longevity by Peter Attia, MD 9%

  • Romance novels

    1. Pride and Prejudice by Jane Austen 20%
    2. The Flatshare by Beth O'Leary 18%
    3. Red, White & Royal Blue by Casey McQuiston 17%
    4. The Hating Game by Sally Thorne 15%
    5. Beach Read by Emily Henry 15%

  • Young adult novels

    1. Six of Crows duology by Leigh Bardugo 20%
    2. The Hate U Give by Angie Thomas 18%
    3. The Hunger Games by Suzanne Collins 18%
    4. Scythe by Neal Shusterman 17%
    5. Eleanor & Park by Rainbow Rowell 13%

  • Self-help books

    1. Atomic Habits: An Easy & Proven Way to Build Good Habits and Break Bad Ones by James Clear 33%
    2. How to Win Friends and Influence People by Dale Carnegie 13%
    3. Mindset: The New Psychology of Success by Carol S. Dweck 11%
    4. The 7 Habits of Highly Effective People by Stephen R. Covey 11%
    5. Man's Search for Meaning by Viktor E. Frankl 10%

  • Memoirs

    1. Educated by Tara Westover 35%
    2. The Glass Castle by Jeannette Walls 28%
    3. Wild: From Lost to Found on the Pacific Crest Trail by Cheryl Strayed 20%
    4. Becoming by Michelle Obama 17%
    5. When Breath Becomes Air by Paul Kalanithi 16%

  • Business books

    1. Good to Great: Why Some Companies Make the Leap...And Others Don't by Jim Collins 24%
    2. The Lean Startup by Eric Ries 17%
    3. The Innovator's Dilemma: When New Technologies Cause Great Firms to Fail by Clayton M. Christensen 13%
    4. Radical Candor: Be a Kick-Ass Boss Without Losing Your Humanity by Kim Scott 13%
    5. Dare to Lead: Brave Work. Tough Conversations. Whole Hearts. by Brené Brown 10%

  • Historical fiction

    1. Wolf Hall by Hilary Mantel 28%
    2. The Pillars of the Earth by Ken Follett 19%
    3. All the Light We Cannot See by Anthony Doerr 19%
    4. The Nightingale by Kristin Hannah 15%
    5. The Name of the Rose by Umberto Eco 15%

  • Personal finance books

    1. Your Money or Your Life: 9 Steps to Transforming Your Relationship with Money and Achieving Financial Independence by Vicki Robin & Joe Dominguez 32%
    2. The Psychology of Money: Timeless lessons on wealth, greed, and happiness by Morgan Housel 30%
    3. I Will Teach You to Be Rich (2nd edition) by Ramit Sethi 25%
    4. The Simple Path to Wealth: Your Road Map to Financial Independence and a Rich, Free Life by J.L. Collins 24%
    5. Smarter Investing: An Insider's Guide to Spreading Risk for a Simpler, Safer, and More Profitable Portfolio by Tim Hale 20%

  • Literary fiction novels

    1. The Remains of the Day by Kazuo Ishiguro 26%
    2. Atonement by Ian McEwan 19%
    3. Never Let Me Go by Kazuo Ishiguro 17%
    4. Wolf Hall by Hilary Mantel 10%
    5. The Great Gatsby by F. Scott Fitzgerald 10%

  • Horror novels

    1. Mexican Gothic by Silvia Moreno-Garcia 38%
    2. The Haunting of Hill House by Shirley Jackson 33%
    3. The Shining by Stephen King 21%
    4. A House of Leaves by Mark Z. Danielewski 19%
    5. The Woman in Black by Susan Hill 19%

  • Historical romance novels

    1. The Duke and I by Julia Quinn 21%
    2. Outlander by Diana Gabaldon 19%
    3. The Grand Sophy by Georgette Heyer 15%
    4. Pride and Prejudice by Jane Austen 14%
    5. Lord of Scoundrels by Loretta Chase 13%

  • Romantic comedy novels

    1. Book Lovers by Emily Henry 24%
    2. Red, White & Royal Blue by Casey McQuiston 22%
    3. Bridget Jones's Diary by Helen Fielding 18%
    4. The Flatshare by Beth O'Leary 17%
    5. Beach Read by Emily Henry 15%

  • Dystopian novels

    1. The Handmaid's Tale by Margaret Atwood 50%
    2. Brave New World by Aldous Huxley 46%
    3. 1984 by George Orwell 46%
    4. The Parable of the Sower by Octavia Butler 33%
    5. Fahrenheit 451 by Ray Bradbury 32%

  • Urban fantasy novels

    1. Rivers of London by Ben Aaronovitch 38%
    2. The Dresden Files by Jim Butcher 36%
    3. Neverwhere by Neil Gaiman 31%
    4. Felix Castor by Mike Carey 17%
    5. Series: Alex Verus by Benedict Jacka 17%

  • Legal thrillers

    1. Presumed Innocent by Scott Turow 46%
    2. A Time to Kill by John Grisham 40%
    3. The Lincoln Lawyer by Michael Connelly 40%
    4. The Firm by John Grisham 35%
    5. Anatomy of a Murder by Robert Traver 24%

  • Spy thrillers

    1. The Spy Who Came in from the Cold by John le Carré 60%
    2. The IPCRESS File by Len Deighton 32%
    3. Slow Horses by Mick Herron 31%
    4. Tinker, Tailor, Soldier, Spy by John le Carré 31%
    5. Our Man in Havana by Graham Greene 18%

  • Middle grade novels

    1. Series: Wings of Fire by Tui T. Sutherland 22%
    2. Nevermoor: The Trials of Morrigan Crow by Jessica Townsend 19%
    3. Wonder by R.J. Palacio 15%
    4. Series: Percy Jackson by Rick Riordan 14%
    5. Matilda by Roald Dahl 14%

  • Children's picture books

    1. The Very Hungry Caterpillar by Eric Carle 17%
    2. Where the Wild Things Are by Maurice Sendak 17%
    3. Guess How Much I Love You by Sam McBratney and Anita Jeram 14%
    4. Dear Zoo by Rod Campbell 13%
    5. Owl Babies by Martin Waddell & Patrick Benson 13%

  • Graphic novels

    1. Persepolis: The Story of a Childhood / The Story of a Return by Marjane Satrapi 42%
    2. The Sandman: The Wake by Neil Gaiman 33%
    3. Fun Home: A Family Tragicomic by Alison Bechdel 32%
    4. Maus: A Survivor's Tale by Art Spiegelman 32%
    5. Watchmen by Alan Moore and Dave Gibbons 25%

  • Poetry collections

    1. Lyrical Ballads by William Wordsworth and Samuel Taylor Coleridge 13%
    2. Devotions: The Selected Poems of Mary Oliver by Mary Oliver 11%
    3. Ariel by Sylvia Plath 8%
    4. Milk and Honey by Rupi Kaur 8%
    5. the princess saves herself in this one by Amanda Lovelace 8%

  • Books about anxiety

    1. The Anxiety and Phobia Workbook (8th Edition) by Edmund J. Bourne 29%
    2. Dare: The New Way to End Anxiety and Stop Panic Attacks by Barry McDonagh 22%
    3. First, We Make the Beast Beautiful: A New Journey Through Anxiety by Sarah Wilson 17%
    4. Furiously Happy: A Funny Book About Horrible Things by Jenny Lawson 13%
    5. Reasons to Stay Alive by Matt Haig 11%

  • Parenting books

    1. How to Talk So Kids Will Listen & Listen So Kids Will Talk by Adele Faber and Elaine Mazlish 19%
    2. No-Drama Discipline: The Whole-Brain Way to Calm the Chaos and Nurture Your Child's Developing Mind by Daniel J. Siegel and Tina Payne Bryson 17%
    3. The Whole-Brain Child: 12 Revolutionary Strategies to Nurture Your Child's Developing Mind by Daniel Siegel & Tina Payne Bryson 15%
    4. Good Inside: A Guide to Becoming the Parent You Want to Be by Dr. Becky Kennedy 13%
    5. The Book You Wish Your Parents Had Read (And Your Children Will Be Glad That You Did) by Philippa Perry 11%

  • Productivity books

    1. Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones by James Clear 44%
    2. Getting Things Done (GTD): The Art of Stress-Free Productivity by David Allen 43%
    3. Essentialism: The Disciplined Pursuit of Less by Greg McKeown 42%
    4. Deep Work: Rules for Focused Success in a Distracted World by Cal Newport 38%
    5. Four Thousand Weeks: Time Management for Mortals by Oliver Burkeman 21%

  • Spirituality books

    1. When Things Fall Apart: Heart Advice for Difficult Times by Pema Chödrön 29%
    2. The Power of Now: A Guide to Spiritual Enlightenment by Eckhart Tolle 22%
    3. A New Earth: Awakening to Your Life's Purpose by Eckhart Tolle 18%
    4. Man's Search for Meaning by Viktor E. Frankl 18%
    5. The Untethered Soul: The Journey Beyond Yourself by Michael A. Singer 15%

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