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Large Language ModelsWIRED AIPublished: Sep 14, 2026, 19:00 JST

Study: Over a Third of WildChat Prompts Are Fiction

Study: Over a Third of WildChat Prompts Are Fiction

3 Key Points

  1. What happened

    University of Washington researchers analyzed more than 500,000 prompts from the public WildChat dataset and found over a third involve fiction generation, with an estimated 7 percent of chatbot users doing so.

  2. Why it matters

    The finding challenges the publishing industry's assumption that nobody wants machine-written stories, though OpenAI's own 2025 study with the National Bureau of Economic Research puts fiction-related prompts at just 1.4 percent.

  3. What to watch

    The researchers suggest a tiered publishing system may emerge, with AI-generated fiction serving most readers and a smaller rung of human-authored work feeding niche tastes; watch whether model improvements erase current weaknesses at book length.

WHO IT HITSPublishers and editors who have treated AI-generated fiction as a reputational risk may be misreading reader demand, while self-publishing platforms and AI tool makers stand to gain from a committed base of fiction "power users."

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Context & Analysis

The study arrives amid a run of publishing scandals over the suspected use of AI by professional authors: one publisher canceled a $2 million book deal, another withdrew a novel from the shelves, and readers alleged a prize-winning short story was AI-generated. Those episodes reinforced the assumption that machine-written fiction has no audience. Walsh and her colleagues argue that the commotion has obscured what readers are actually doing on their own.

The researchers' evidence comes from the WildChat dataset, a public collection of prompts whose anonymized nature makes demographic analysis impossible, and whose participants had to agree to make their prompts public. OpenAI told WIRED the set is not a representative sample of all ChatGPT users. The gap between the study's estimate and OpenAI's 1.4 percent figure—which does not include role-play—likely hinges on how each side defines fiction and on the dataset's volunteer skew.

The stakes, then, may rest less on whether the true share is 7 percent or 1.4 percent than on what a committed minority of readers does with the tools. The researchers sketch a possible tiered publishing system in which a large quantity of AI-generated and self-generated fiction satisfies the median reader while a smaller rung of human-authored work serves those seeking experimentation in form. For publishers, the test is whether they treat that pattern as a threat or a market.

FAQ
How many people actually use chatbots to write fiction?
The University of Washington researchers estimate 7 percent of chatbot users engage in fiction generation. OpenAI's 2025 study with the National Bureau of Economic Research suggests 1.4 percent of ChatGPT prompts are fiction-related.
What tools do these users rely on?
One 36-year-old software engineer from Brazil uses a program called SillyTavern to run open-source models on her own computer. Another user, Razrien, says Google's Gemma 4 is his current all-around favorite.
Why would someone want AI-generated fiction instead of a published novel?
Researcher Melanie Walsh says the models are judgment-free, produce stories instantaneously, and are nearly inexhaustible. Razrien describes it as a digital choose-your-own-adventure book but with infinite swipes.

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