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Analysis & Opinion

New software tools offer authors ways to document writing processes against AI accusations

PangramSource: Wired09/11/2026, 12:33
The publishing industry is grappling with a new threat: accusations that human authors are using artificial intelligence. Following the Shy Girl scandal, where Hachette Book Group canceled a US publication run after Pangram detected 78 percent AI-generated text, authors like Andrea Bartz expressed concern over the potential for a 'witch hunt' due to the lack of a standard for proving human authorship. Developers of tools such as Workings, Blindproof, Wintertext, Human Ink, and ObraVera are offering methods to create a verifiable record of an author's writing process, sometimes by fingerprinting text or typing rhythms. Mary Rasenberger, CEO of the Authors Guild, noted these tools exist as a security net, though she also cautioned against the burden of needing to preserve such receipts. Despite these technological advances, limitations persist. Max Spero, cofounder of Pangram, noted that tools are not perfect, as someone could hand-type AI text. Furthermore, Brady Ridgway of ObraVera explained that while his platform can timestamp and cryptographically fingerprint material to prove provenance, the registered user must still declare whether AI was used. Jane Friedman suggested that publishers are unlikely to adopt any verification method that requires extra time or money.