Tech leaders who once championed AI as the ultimate productivity multiplier are beginning to confront a messy reality. Shopify co-founder and CEO Tobias Lütke, who previously told employees that AI proficiency was a "baseline expectation," is now calling out the negative side effects of automated workplace output.

The Rise of 'Slop Grenades'

During an interview on The Knowledge Project podcast, Lütke described a phenomenon where employees use AI to generate unexamined emails and code, then pass them off to colleagues without verification. "We call those ‘slop grenades’ that people toss at each other," Lütke said. "That’s definitely a bad thing."

He argued that while AI should be used to synthesize information, it is often being abused to create "big missives" that waste the recipient's time. This lack of accountability means colleagues must spend more time reviewing and fixing flawed output that "doesn't look right," effectively shifting the workload rather than reducing it.

Duolingo’s Pivot and the 'Workslop' Crisis

Lütke is not alone in his skepticism. Duolingo CEO Luis Von Ahn, who aggressively pursued an "AI-first" strategy last year by replacing contractors with automation, has also backtracked. He told Fast Company that when scaling content production, such as language learning stories, roughly 20% of the AI output was "pure slop," lacking the necessary human creativity.

Researchers from BetterUp Labs and Stanford’s Social Media Lab have coined the term "workslop" to describe this polished-looking but flawed AI output. A survey of 962 American desk workers revealed significant impacts:

  • 52.7% of respondents reported sending workslop to colleagues.
  • Recipients spend an average of 3.4 hours per month revising AI-generated errors, an increase from the two hours reported in last year's survey.
  • For an organization with 10,000 employees, this productivity drain is projected to cost up to $9 million annually by 2025.

Beyond the financial toll, workslop is damaging workplace culture. The survey found that employees who send unvetted AI content are perceived as less competent and less friendly. Over a third of recipients expressed a desire to avoid working with those colleagues in the future, highlighting a growing erosion of professional trust.