It’s time to tax AI slop
As the world increasingly embraces artificial intelligence (AI), a growing concern has emerged regarding the quality of content produced by these technologies. A recent NBC News poll revealed that 57% of registered voters believe the risks of AI outweigh its benefits. This sentiment is particularly strong among younger adults, with 61% of those under 30 expressing that increased AI presence will hinder creative thinking. Furthermore, a Quinnipiac poll indicated that 74% of Americans feel the government is not doing enough to regulate AI.
The Rise of AI Slop
The AI industry has adopted a strategy that pressures users into compliance with the narrative: “Use it or get left behind.” This approach is often accompanied by alarming predictions about AI’s potential to disrupt entire industries and cultural institutions. However, the reality is that the benefits of AI have yet to justify the costs associated with its disruption. A study by Goldman Sachs found that AI’s impact on productivity is minimal, often leading to what Harvard Business Review refers to as “workslop”—output generated by large language models (LLMs) that creates an illusion of productivity but requires extensive corrections.
Understanding AI Slop
“Slop” was named Merriam-Webster’s word of the year for 2025, defined as “digital content of low quality that is produced usually in quantity by means of artificial intelligence.” This phenomenon is pervasive, manifesting in various forms, such as:
- Fake music bands streaming on platforms like Spotify.
- AI-generated cooking recipes that lack coherence.
- Books written entirely through LLM prompts flooding online marketplaces.
- Inaccurate AI-generated answers overwhelming legitimate search results on platforms like Google.
The Cultural Impact of AI Slop
As AI-generated content proliferates, individuals engaged in creative fields—journalists, musicians, designers, and educators—find themselves in precarious positions. The influx of low-effort imitations diverts resources away from genuine human creators, threatening the very fabric of creative industries. This situation presents a unique challenge that lawmakers must address effectively.
Proposed Solution: The Slop Tax
To combat the detrimental effects of AI slop, a straightforward legislative measure is proposed: the implementation of a “slop tax.” This small tax, estimated at around 1% annually, would be levied on the largest AI companies that produce or host generative AI content. Given the vast wealth generated by these companies, this tax represents a relatively minor financial obligation.
The revenue generated from the slop tax would be allocated to a publicly controlled fund aimed at supporting cultural institutions, artists, and researchers—those whose work has been used as training data for AI models. The five largest public AI companies—Nvidia, Google, Apple, Microsoft, and Meta—collectively hold a market value of approximately $18 trillion. A mere 1% tax could yield substantial funding for:
- Grants for cultural projects and artistic endeavors.
- Support for local media outlets, such as radio stations and newspapers.
- Educational programs that promote creative thinking and innovation.
The Social Contract and AI
Sam Altman, CEO of OpenAI, has encouraged a reevaluation of the social contract in light of AI advancements. His organization’s recent public policy memo even referenced the New Deal as a framework for reimagining support for human cognitive production. A slop tax aligns with this vision by ensuring that AI companies contribute back into the systems they have exploited.
Why Focus on Slop?
While AI has been associated with various societal issues, focusing on slop is crucial for several reasons:
- Slop represents a unique technological disruption that replaces human creativity rather than enhancing it.
- Generative AI, while a product of machine learning, should not undermine the institutions that foster human creativity and cognitive sovereignty.
- A slop tax could mitigate the risks associated with AI while promoting a healthier cultural landscape.
Conclusion
AI slop embodies an attempt to substitute genuine cognitive labor with inferior imitations, threatening the integrity of democratic institutions that nurture human flourishing. Schools, newspapers, and museums play vital roles in society, and they should not be viewed as problems to be solved through AI optimization. As anxiety surrounding AI continues to rise, the implementation of a small tax on the most detrimental aspects of the industry could pave the way for a cultural renaissance, fostering creativity and innovation in a world increasingly inundated with low-quality AI content.
Note: This article reflects the author’s views on the implications of AI-generated content and the proposed slop tax as a potential solution to mitigate its negative effects.
