Content ModerationAugments Human LaborVerified
Reviewed and published by trentmaziarz, March 23, 2026. Discovered and drafted by our automated research pipeline.
As part of the Readtelligence platform, OverDrive developed AI tools that automatically scan the full text of ebooks and assign scores for attributes like explicit content. The tools were designed to help librarians make age-appropriateness decisions. They were announced in 2021 but have not been widely released.
Details
The Content Awareness component of Readtelligence uses deep learning to scan full ebook text and generate content scores — numerical ratings for attributes such as explicit material — intended to help school and public librarians make informed collection decisions. When the tool was announced at Digipalooza in 2021, it drew immediate criticism from librarians who warned it could be used to automate content filtering or enable politically motivated book challenges, particularly against LGBTQIA+ titles. Library Journal noted in 2024 that the ongoing book challenge environment may explain why OverDrive has not deployed these tools broadly. The political tensions the tool intersects with were illustrated in early 2025, when a Missouri state official paused funding for OverDrive's Sora app over allegations of explicit content in the student catalog.
Products affected
OverDrive Marketplace
Sources & Evidence
News Article
Other practices by OverDrive, Inc.
OtherIn March 2026, OverDrive hired Marc DeBevoise as its new president. DeBevoise previously led AI-driven product development at a video technology company, and his appointment signals a continued strategic focus on expanding AI across OverDrive's products.OtherOverDrive filed a federal lawsuit against OpenAI in 2025, arguing that OpenAI's use of the name "Sora" for its AI video generator causes harmful confusion with OverDrive's Sora student reading app, which has served K-12 schools since 2018.OtherOverDrive published a formal policy in 2025 laying out how the company intends to use AI responsibly across its products. The policy covers privacy, environmental impact, intellectual property, and what uses of AI the company permits and prohibits.
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