32 genres charted every week
The book discovery radar

Does AI recommendyour book?

Free to runNo sign-up to startAbout a minuteamazon.co.uk or amazon.com
Not on Amazon? Check by title on Book Score

Readers now ask ChatGPT, Claude and Gemini what to read. SpineRadar asks them the same questions about your book, reads your Amazon page the way a shopper does, checks the sites AI trusts, and gives you one score out of 100 with the three fixes worth most.

Your score is in. Open the full result to see the fixes, who AI picks instead, and what the assistants said.
    The AI Shelf · updated every week

    The books AI is recommending right now.

    Every week we ask ChatGPT, Claude and Gemini the same reader questions in each genre and chart the books they name. Bestseller lists count last week's sales. These count what AI tells readers to read next.

    32genres charted every week
    2,300+real AI answers charted this week
    72answers per genre, every week
    psychological thrillersWeek 43 · 72 answers
    1. Gone GirlGillian Flynn43%
    2. The Silent PatientAlex Michaelides38%
    3. The Girl on the TrainPaula Hawkins29%
    See the top 25 →
    romantasy novelsWeek 43 · 72 answers
    1. A Court of Thorns and Roses (ACOTAR)Sarah J. Maas32%
    2. From Blood and AshJennifer L. Armentrout28%
    3. Fourth Wing (The Empyrean series)Rebecca Yarros25%
    See the top 25 →
    cosy crime novelsWeek 43 · 72 answers
    1. The Thursday Murder ClubRichard Osman46%
    2. Agatha Raisin and the Quiche of DeathM.C. Beaton24%
    3. The Murder at the VicarageAgatha Christie19%
    See the top 25 →
    self-help booksWeek 43 · 72 answers
    1. Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad OnesJames Clear32%
    2. Mindset: The New Psychology of SuccessCarol S. Dweck, Ph.D.13%
    3. The 7 Habits of Highly Effective PeopleStephen R. Covey13%
    See the top 25 →
    business booksWeek 43 · 72 answers
    1. Good to Great: Why Some Companies Make the Leap... and Others Don'tJim Collins22%
    2. The Lean StartupEric Ries17%
    3. The E-Myth Revisited: Why Most Small Businesses Don't Work and What to Do About ItMichael E. Gerber17%
    See the top 25 →
    memoirsWeek 43 · 72 answers
    1. EducatedTara Westover35%
    2. The Glass CastleJeannette Walls35%
    3. The Year of Magical ThinkingJoan Didion15%
    See the top 25 →
    science fiction novelsWeek 43 · 72 answers
    1. FoundationIsaac Asimov28%
    2. The Expanse: Leviathan WakesJames S. A. Corey24%
    3. DuneFrank Herbert21%
    See the top 25 →
    cookbooksWeek 43 · 72 answers
    1. Salt, Fat, Acid, Heat: Mastering the Elements of Good CookingSamin Nosrat24%
    2. The Food Lab: Better Home Cooking Through ScienceJ. Kenji López-Alt14%
    3. Mastering the Art of French Cooking, Vol. 1Julia Child, Louisette Bertholle, and Simone Beck11%
    See the top 25 →

    See all 32 genres on the AI Shelf →

    Robert Prime, founder of publishing.co.uk
    Who made it

    Built by someone whose own book AI ignored.

    Robert Prime runs publishing.co.uk, the UK book formatting and discovery company, and wrote google.panic.repeat. When he asked the assistants about health anxiety books, his own was named twice in 72 answers. Book Score was built to measure that gap honestly and show the way to close it. SpineRadar is its front door.

    Robert PrimeFounder, publishing.co.uk. Author of google.panic.repeat.

    Open his real report →
    How the radar works

    What the radar does, on one real book

    A real report on Robert Prime's own book, run on 4 October 2026, so every number here is his, not an example. Open the whole report on Book Score. Example brand: google.panic.repeat.

    01 / 06

    Finds your book and reads the page like a shopper

    Title, subtitle, the first lines of the description, A+ panels, ratings, what the reviews say, categories, the cover at thumbnail size and the Kindle price. Eleven checks, each against Amazon's own rules from KDP's help pages.

    Opening amazon.co.uk/dp/B0FQ2VLXLF…
    Reading title, subtitle and description…
    Checking A+ panels, ratings and categories…
    Cover at thumbnail size, Kindle price…
    11 checks done: 23 of 30 points
    02 / 06

    Asks ChatGPT, Claude and Gemini what readers ask

    Three questions a real reader would type, without naming the book: does the assistant know it, what are the best books of this kind, and what should someone with this reader's problem read. ChatGPT and Claude search the web live. Gemini answers from memory.

    What are the best books about overcoming health anxiety and panic disorder? Give me about 10, with the authors.
    Named: Overcoming Health Anxiety by David Veale and Rob Willson, DARE by Barry McDonagh, and 8 more.
    ✓ This book: named in 2 of 72 answers
    03 / 06

    Checks where AI looks for books

    Goodreads, Open Library, Wikidata, Wikipedia, YouTube, Reddit and your own website. These are the sources the assistants read and cite. A book missing from them is a book AI cannot vouch for.

    Where AI looksFound?
    Goodreads pageNo
    Open Library recordNo
    Wikidata entryNo
    Wikipedia articleNo
    YouTube videosNo
    Reddit discussionsYes, 1 thread
    Author's own websiteYes
    04 / 06

    Scores it out of 100, by fixed rules

    Forty points for what the assistants say, thirty for the Amazon page, twenty for the web around it, ten for formats. The same answers and the same page always give the same score. Parts we cannot check are left out, never counted against you.

    What AI assistants say9 / 40
    Your Amazon page23 / 30
    Around the web10 / 20
    Formats (Kindle, paperback)6 / 10
    Book Score48 / 100
    05 / 06

    Shows who AI picks instead of you

    The books the assistants named in your place, how often, and the sites behind those answers. This is the gap the fixes close.

    1Overcoming Health AnxietyDavid Veale and Rob Willson
    2DARE: The New Way to End AnxietyBarry McDonagh
    3An Introduction to Coping with Health AnxietyBrenda Hogan and Charles Young
    06 / 06

    Ranks the fixes by points per minute

    Each fix shows the points it can add and the time it takes. The free scan gives you the three worth most. The full report writes every one out, with the words ready to paste.

    Get onto the pages AI reads33% positive
    Rewrite the description opening3% positive
    One clear page explaining the book3% positive
    The maths

    What your AI Shelf share means

    Your AI Shelf share
    Top of the AI Shelf this week

    Plain maths on the slider. The leader is the most-named book in any genre on this week's AI Shelf. Your scan measures your own share from real answers.

    Measure my share →
    Prices

    A free score for every book. Pay for the depth.

    Score
    Freefor every book
    • Your score out of 100 across Amazon, AI and the web
    • Whether ChatGPT, Claude and Gemini named your book
    • Your first three fixes
    Scan my book →
    Report and Watch
    £99a year, one book
    • The full report now
    • A check every week, the full report every month
    • An email when an assistant starts or stops recommending you
    Scan first, then upgrade →
    Done for you
    £495once, per book
    • The full report
    • We make the changes with you
    • We pitch the top 20 places, with your OK
    • 90 days of Watch
    Scan first, then choose →

    Publishers and agencies: a scoped pilot with a fixed quote before any work starts. Talk to us →

    Our standard

    Three things you can hold us to

    A score is a diagnosis, not a promise. Nobody can guarantee sales or rankings, and we won't.

    Real answers, never simulatedEvery answer is a live reply from ChatGPT, Claude or Gemini to a question a reader would ask.
    Fixed rules, same score every timeThe same answers and the same page always give the same score. Nothing is left to a mood.
    We never log in to your AmazonWe read public pages only. You paste the fixes yourself, or we do it with you, with your OK.
    Questions

    Common questions

    What do I need to give you?

    Your book's Amazon link, on amazon.co.uk or amazon.com. Nothing else to start. The result opens with your email, so we can send you the report link.

    What does the free scan actually run?

    A real check: your Amazon page read and scored, three reader questions asked of ChatGPT, Claude and Gemini (nine real answers), and the web sources AI reads checked for your book. It takes about a minute.

    Is this the same as Book Score?

    Yes. SpineRadar is the front door to Book Score, the book discovery audit made by publishing.co.uk. Your report opens on bookscore.publishing.co.uk and stays there.

    Can AI really change book sales?

    Readers increasingly ask assistants what to read next, and the assistants name a small set of books again and again (see the AI Shelf above). Being on those lists is a route to readers. We measure it and show the fixes. We do not promise sales.

    Do you log in to my KDP or Amazon account?

    Never. We read public pages only. You make the changes yourself, or with us on the Done for you plan.

    What about books not on Amazon?

    Use the title check on Book Score. It finds the book by title and author and runs the same questions.

    Find out if AI recommends your book.

    Scan my book →