AI Companies Are Destroying Millions of Books for Training Data—Here's What's Really Happening

Reviewed byNidhi Govil

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AI firms are buying and destroying millions of physical books to train large language models like Claude AI. Anthropic's secretive Project Panama uses destructive scanning—cutting spines and pulping originals—to digitize pre-2022 texts free of AI-generated content. Booksellers worldwide report mysterious bulk orders, raising fears that irreplaceable rare volumes are being lost forever.

Anthropic's Secret Book Destruction Program Exposed

Court documents from the copyright case against Anthropic have revealed a secretive operation called Project Panama, described in internal memos as "our effort to destructively scan all the books in the world."

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The AI company explicitly advised employees to use a codename "because we don't want it to be known that we are working on this."

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Documents unsealed in the Bartz v Anthropic PBC case show that in spring 2024, Anthropic spent millions of dollars purchasing millions of new and used books specifically to destroy them for AI training data.

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The destructive scanning process involves stripping books from their bindings, cutting spines and edges, feeding individual pages through high-speed industrial scanners, and discarding the paper originals as trash.

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Anthropic hired logistics managers, sourced books from vendors, and housed them in warehouses where staff moved between neatly stacked and labeled shelves before the volumes were shredded and disposed of.

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The company settled with authors for $1.5 billion after a class action lawsuit revealed it had kept 7 million pirated books in a central library.

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Source: Tom's Guide

Source: Tom's Guide

Why AI Companies Target Pre-2022 Books

AI companies are specifically hunting for books published before 2022 because these texts are guaranteed to be free of AI-generated content.

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Large language models like Claude AI need "well-curated facts, well-organized analyses, and captivating fictional narratives" to improve their ability to predict language outcomes and write as compellingly as human authors.

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Training AI on its own output can cause model collapse, a phenomenon where models degrade significantly in quality when fed machine-generated text.

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Books represent one of the best sources for complex, high-quality, long-form text that is "dense, edited, authoritative," unlike internet content increasingly filled with AI slop.

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Pre-2022 volumes also avoid deliberate data-poisoning techniques that authors increasingly use to disrupt AI training.

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Anthropic chose destructive scanning over securing copyright permission for existing e-books because dealing with copyright represented a "legal/practice/business slog" that the company preferred to avoid.

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Mysterious Bulk Book Purchases Alarm Booksellers

Booksellers worldwide have reported strange waves of unusually large orders through platforms like AbeBooks and Biblio.

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Charlie Becker, manager of Becker's Books in Houston, told reporters that 95 of the past 100 books ordered through one platform went to a single buyer, with one order totaling 70 books.

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The orders are price-insensitive and oddly random—one Australian bookseller received three boxes in May pairing a 1970s soil-mechanics manual with a $9 poetry book that had sat unsold for 20 years.

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The books are almost entirely nonfiction, mostly published from the 1970s to the 1990s, written in various languages, and include titles like "The Insider's Guide to Metro Denver from 1995" or "How to Use Corel WordPerfect 1991."

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In many cases, shipping costs exceed the books' resale value.

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Australian secondhand booksellers traced many orders to Zoom Books, a Canadian "book recycler" that offers strict non-disclosure agreements keeping customer identities confidential.

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The Rare Book Question Remains Unanswered

Source: Fortune

Source: Fortune

While most books in bulk orders appear to be common out-of-date titles, booksellers fear that irreplaceable rare volumes are entering the pipeline.

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Delfina Manor in Victoria drew the line when she realized some orders might include only known copies of certain works.

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Nick Dawes, who keeps about 500,000 books, said he would happily sell in bulk but refuses if "this is the only known copy, I'm going to cut it up."

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ISBNdb, a commercial book metadata service, was named in 404 Media reports as potentially supplying up to 1 million books per order to AI labs.

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However, no bookseller could confirm orders from ISBNdb, and the company has since scrubbed its website of AI training references, denying it ever bought, scanned, or sold books for this purpose.

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Zoom Books says it resells books intact and only recycles what cannot be rehomed, but won't reveal whether it sells to AI firms, citing commercial confidentiality.

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Legal Ruling Enables Widespread Adoption

In July, Judge William Alsup ruled that training AI on books constitutes fair use under copyright law because the practice is "transformative."

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The court found that destroying each printed copy during scanning meant "one replaced the other" rather than creating multiple copies, making it legally permissible.

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The ruling noted there was "no evidence that the new, digital copy was shown, shared, or sold outside the company."

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This legal precedent means destructive scanning is now both lawful and less regulated than strip mining in the United States, which has very few legal provisions governing the treatment or export of books as cultural heritage.

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Anthropic spokesperson told Tom's Guide that "sourcing books is a widely used approach for training large language models across the AI industry" and that the company buys "books from regular commercial markets" rather than rare or antiquarian titles.

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However, ethical concerns persist about cultural preservation when opacity prevents booksellers from screening buyers.

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Source: TechRadar

Source: TechRadar

Industry Reactions and Future Implications

Michael Burry called the practice "evil incarnate," while Elon Musk responded on X by saying he asked engineers training xAI's models to "preserve any rare books in a library and scan them the hard way."

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Critics note that unlike websites or modern publications, exceptionally scarce historical works that survived wars, fires, and centuries of handling cannot be reproduced after physical copies disappear.

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The scale of destruction has been compared unfavorably to historical losses: "Such a level of destruction is an order of magnitude bigger than the loss of the Library of Alexandria. Yet, it is unfolding with none of the outrage that history reserves for burned libraries."

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With the court ruling establishing precedent and AI companies across the industry reportedly adopting similar practices, watch for increased tensions between the tech sector's hunger for clean training data and cultural preservation advocates demanding transparency in book sourcing.

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