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AII-1002-64643
ReportedReported by fewer than three independent publishers, with no official finding.Supporting sources are pending verification.

AI-generated ebooks appear in public library catalogs via aggregator platforms

Low-quality AI-generated ebooks are appearing in public library digital catalogs through platforms like Hoopla and OverDrive, forcing understaffed librarians to manually identify and filter AI-generated content or exposing patrons to AI-written books without their knowledge.

2 February 2025 Β· Hoopla Β· Reliability and hallucination
2 February 2025
AII-1002-64643
Quick facts
Category
Reliability and hallucination
Country
United States
Date
2 February 2025
Drafted by
Raidu Incident Detection

What happened

Low quality books appearing to be AI-generated are making their way into public libraries via their digital catalogs. Public libraries primarily use Hoopla and OverDrive to manage and lend ebooks, with these companies maintaining catalogs that libraries access through various payment models.

With Hoopla, librarians must opt into the platform's entire catalog and pay for whatever customers choose to borrow, with the only way to limit borrowing being to set a price cap per book. With OverDrive, librarians can pick and choose which books to offer to customers.

Reported impact

Librarians who are already understaffed face the choice of either manually sorting through a large number of books to identify AI-generated content or allowing patrons to borrow books without knowing they are AI-generated. Library customers may unknowingly borrow low-quality AI-written books while taxpayer dollars fund access to material of questionable quality.

Index analysis

Examples of AI-generated ebooks in library systems include titles like 'Fatty Liver Diet Cookbook' attributed to authors with no verifiable online presence and AI-generated profile pictures. The proliferation of such content appears enabled by the aggregator model where platforms like Hoopla automatically include large numbers of books in their catalogs.

Governance controls

Librarians lack effective tools to filter AI-generated content from patron-facing catalogs. The business model of Hoopla, which requires libraries to pay for customer borrowing of books from its entire catalog, creates a structural barrier to quality control.

Classification

Category
Reliability and hallucination
Industry
Government, security and defence
Country
United States
Harm status
Actual harm
Intent
Unknown
Timing
Post-deployment
Harm types
Economic or property, Public interest
Harmed
Consumers, General public
Failure modes
Hallucination, Content moderation failure

Sources and evidence

Sources not yet published

This record was researched and written by the Index from original reporting. Its sources are still being verified by an editor, and they are listed here once that check is complete. Until then the record carries no reviewer.

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