• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting

2

Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic

3

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup

1

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting

2

Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic

3

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
Workplace CultureLeadership

AI promised to revolutionize productivity. Instead, ‘workslop’ is a giant time suck and the scourge of the 21st century office, Stanford warns

By
Lila MacLellan
Lila MacLellan
Former Senior Writer
Down Arrow Button Icon
By
Lila MacLellan
Lila MacLellan
Former Senior Writer
Down Arrow Button Icon
September 23, 2025, 3:34 PM ET
A woman wearing glasses and business attire sits at a computer with a confused look on her face
Confusing AI-generated 'workslop' is costing companies time and money.Getty Images
Add Fortune on Google for similar content.

Research scientists have just issued a warning, of sorts, about a stealthy new threat to productivity across corporate America: Employees are creating and sharing time-wasting and reckless “workslop.”  

Recommended Video

The official description of workslop, per researchers from Stanford’s Social Media Lab and BetterUp, an online coaching platform, is “AI-generated work content that masquerades as good work, but lacks the substance to meaningfully advance a given task.” 

But, let’s be honest, most office workers won’t need a definition. We’ve all encountered examples of workslop in the wild. It’s the memo jammed with stuffy words like “underscore” and “commendable” that leaves you scratching your head, or the report littered with em-dashes that, upon a close read, feels hollow. 

It’s one thing to get a clumsy AI-created marketing email or solicitation from a vendor; it’s another to get one from your colleague or boss. Managers who shared workslop horror stories with the Stanford and BetterUp team described redoing a direct report’s project or sending it back for heavy revisions, while others spent time worrying about how to tell colleagues that their work was subpar. 

Jeffrey Hancock, a professor of communication at Stanford University and founding director of the Stanford Social Media Lab, shared an example of the feedback the researchers heard: “Receiving this poor quality work created a huge time waste and inconvenience for me,” one project manager said of some workslop. “Since it was provided by my supervisor, I felt uncomfortable confronting her about its poor quality and requesting she redo it. So instead, I had to take on effort to do something that should have been her responsibility, which got in the way of my other ongoing projects.”

A benefits manager said of one AI-sourced document a colleague sent her, “It was annoying and frustrating to waste time trying to sort out something that should have been very straightforward.”

So while companies may be spending hundreds of millions on AI software to create efficiencies and boost productivity, and encouraging employees to use it liberally, they may also be injecting friction into their operations. 

After surveying full-time employees at 1,150 companies, the researchers found that workslop is flowing in all directions inside firms. Mostly it spreads laterally between peers, but managers are also sending slop to their reports, and employees are filing it to their bosses. In total, 40% of respondents said they had received a specimen they’d define as workslop in the past month from a colleague.

An anti-workslop workshop

Does this mean companies should cut back on AI? Probably not. In a competitive marketplace, it’s hard to ignore a technology that even the study authors say “can positively transform some aspects of work.” What companies can do, however, is set up guardrails. They may even consider building an anti-workslop workshop for employees. Here’s what it might include:

  • Develop AI literacy. Employees should treat AI output as that of an untrained intern, prone to making factual and stylistic errors, says Thor Ernstsson, CEO of ArticBlue.ai, a consulting company that specializes in prototyping AI use and has worked with dozens of Fortune 500 companies. Employees should know the quirks and limitations of the tools they’re using. What data can it handle? Is it prone to hallucinating? “People don’t understand that just because AI sounds authoritative, it isn’t necessarily correct,” Ernstsson says.
  • Be specific about when AI is appropriate. “When organizational leaders advocate for AI everywhere all the time, they model a lack of discernment in how to apply the technology,” the study authors write. “It’s easy to see how this translates into employees thoughtlessly copying and pasting AI responses into documents, even when AI isn’t suited to the job at hand.”  
  • Use AI to polish work, not create it. Train employees to use AI as a thought partner or coach, says Ernstsson. Workers might write a draft of a report or memo, ensuring that it contains all relevant information and context, before they turn to an AI agent for tips and suggestions.
  • When work is subpar, address it. “Teams that are focused on task quality—they critique each other, they accept critiques, and have high standards—experience less workslop,” Stanford’s Hancock told Fortune. The same expectations that apply to collaborative work between two employees should also apply to work completed by a human and AI, the researchers suggest. 
  • Communication lessons. There’s a reason that some people now argue that today’s communications majors may be tomorrow’s leaders. In the era of AI, it’s more important than ever that employees understand and practice how to communicate clearly person-to-person before they even think about using AI.

By the way, you’d better schedule your anti-workslop workshop soon. The researchers say that “lazy” AI-generated work is not only slowing people down, it’s also leading to employees losing respect for each other. After receiving workslop, staffers said they saw the peers behind it as less creative and less trustworthy.

This story has been updated to include comments from Stanford University professor Jeffrey Hancock.

The Fortune 500 Innovation Forum will convene Fortune 500 executives, U.S. policy officials, top founders, and thought leaders to help define what’s next for the American economy, Nov. 16-17 in Detroit. Apply here.
About the Author
By Lila MacLellanFormer Senior Writer
LinkedIn icon

Lila MacLellan is a former senior writer at Fortune, where she covered topics in leadership.

See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in Workplace Culture

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Workplace Culture

Getting past the pilot: Why so many AI test projects have trouble scaling
SuccessBrainstorm Tech
Getting past the pilot: Why so many AI test projects have trouble scaling
By Alexei OreskovicJune 24, 2026
8 hours ago
CEO of $8 billion Flexport blasts remote work as ‘white-collar fraud’ and a ‘total fantasy’ for highly paid employees
C-Suiteremote work
CEO of $8 billion Flexport blasts remote work as ‘white-collar fraud’ and a ‘total fantasy’ for highly paid employees
By Marco Quiroz-GutierrezJune 24, 2026
12 hours ago
The hidden cost of your AI rollout: burning out the high performers running it
Workplace Cultureburnout
The hidden cost of your AI rollout: burning out the high performers running it
By Mikaela Cohen and HR BrewJune 23, 2026
1 day ago
work
Workplace Culturework culture
Worker engagement just hit a decade low — and new data from 88 million employees shows why managers are the problem
By Bob Batchelor and The ConversationJune 23, 2026
2 days ago
Photo of Fiona Fung
Workplace Culturework culture
Anthropic engineering head says Claude Code made employees’ work a ‘lonely experience’—and it could hint at Big Tech’s bigger morale problem
By Sasha RogelbergJune 23, 2026
2 days ago
brett
CommentaryManagement
Middle managers aren’t going extinct—they’re evolving into something more powerful
By Brett HurtJune 23, 2026
2 days ago

Most Popular

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting
Economy
The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting
By Jacqueline MunisJune 24, 2026
24 hours ago
Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic
Success
Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic
By Orianna Rosa RoyleJune 24, 2026
24 hours ago
After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
Success
After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
By Orianna Rosa RoyleJune 23, 2026
2 days ago
Amazon's record Prime Day masks a darker truth: Americans are spending more and getting less
Retail
Amazon's record Prime Day masks a darker truth: Americans are spending more and getting less
By Nick LichtenbergJune 24, 2026
16 hours ago
Ray Dalio just finished a 10-day trip to China. He says global leaders know America ‘doesn’t have what it takes to fight to maintain its empire’
Asia
Ray Dalio just finished a 10-day trip to China. He says global leaders know America ‘doesn’t have what it takes to fight to maintain its empire’
By Nick LichtenbergJune 24, 2026
18 hours ago
Current price of gold as of June 23, 2026
Personal Finance
Current price of gold as of June 23, 2026
By Danny BakstJune 23, 2026
2 days ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.