Hoard and Destroy: How bulk AI scanning puts forgotten Tabletop RPGs at risk

When tech giants treat physical literature as disposable raw material for model training, tabletop roleplaying games sit directly in the line of fire.

Unlike mainstream commercial fiction, which benefits from million-copy print runs, mass digital availability, and institutional library archiving, tabletop RPGs have historically operated on razor-thin margins. A standard 1990s sourcebook or small-press supplement often saw a total run of merely 500 to 2,000 copies.

When an AI lab buys up physical inventory, slices off the binding with a hydraulic guillotine, feeds the pages through an automated scanner, and tosses the loose leaves into a recycling bin, that book is gone. For niche roleplaying games that never received a legal PDF conversion or a retro-clone re-release, this process represents the unrecoverable erasure of gaming history.

Why Tabletop RPGs Fit the Pipeline

AI developers are actively hunting pre-2022 physical books. Older printed works guarantee high-quality, human-edited language that is completely unpolluted by synthetic generative text.

To acquire physical volumes at scale, automated broker systems sweep platforms like Biblio, AbeBooks, and ISBNdb using specific economic and logistics filters:

• Automated ISBN Indexing: Clearance bots crawl public databases for registered ISBNs. Tabletop books published between 1980 and 2015 almost always have barcodes and retail identifiers, making them trivial for scraper algorithms to purchase in bulk.
• The “Bargain Bin” Price Window: Scraping scripts operate with a low price ceiling, buying stock priced under £10–£15. High-profile “grail” items (such as original 1974 D&D boxed sets) are protected by specialist booksellers, who price them beyond the reach of bulk automated sweeps. Forgotten mid-tier supplements, however, sit at bargain prices.
• Zero Digital Distribution: If an original publisher went bankrupt before DriveThruRPG became the industry standard, no clean digital masters exist. Secondhand physical copies are the sole surviving repository.
• Standard Softcover Feeder Formats: Sheet-fed scanning machines require flat, perfect-bound paperbacks or standard hardcovers with clean, cleanly cut spines. Pamphlets and boxed sets jam the machinery, but trade softcover splatbooks match the scanner profile.

High-Risk Tabletop RPGs

Applying this calculation exposes three specific categories of out-of-print tabletop games to destructive scanning pipelines:

The Fight Back: Civil Society Petitions the FTC

The tech sector’s “hoard-and-destroy” data acquisition pipeline is finally facing formal legal pushback. As reported by Mashable, a coalition of more than a dozen civil society and consumer groups, including the Demand Progress Education Fund, the Consumer Federation of America, and the Institute for Local Self-Reliance, has formally petitioned the US Federal Trade Commission (FTC).

The coalition urges the FTC to investigate major AI firms under antitrust law. The filing argues that buying out-of-print books specifically to pulp them after scanning is an anti-competitive practice designed to establish an insurmountable data moat. By permanently destroying non-renewable physical source material, dominant AI developers prevent competitors, academics, and the public from ever accessing those texts.

Litigation documents have revealed operations like Anthropic’s internal “Project Panama”, explicitly described in memos as an effort to “destructively scan all the books in the world”, demonstrating that physical book destruction is an intentional corporate strategy rather than an isolated accident.

Protecting Physical Gaming History

While antitrust regulators deliberate, community preservation remains the primary defence against media loss. For hobbyists seeking to preserve out-of-print gaming books in personal collections, specialist outlets like Noble Knight Games remain a vital resource for buying physical, vintage tabletop RPGs before they disappear into industrial clearance pallets.

Corporate AI labs view books as computational tokens to be processed and discarded. For tabletop gamers, a rulebook is a complete, human-designed game engine and a cultural artefact. We do not know for certain whether a single TTRPG has been destroyed, but monitoring this pipeline (if the data is ever shared) and securing surviving physical copies help ensure that decades of independent gaming history remain playable on tables rather than locked inside proprietary neural networks.

Photo by Ugur Akdemir on Unsplash.