Key takeaways
- "Workslop," a term from BetterUp Labs and Stanford's Social Media Lab in HBR, is AI-generated work that looks finished but lacks the substance to actually be usable.
- In their survey of 1,150 U.S. desk workers, 40% reported receiving workslop in a single month, and each instance took just under two hours (about 1 hour 56 minutes) to resolve.
- That study was a self-reported online survey, not a controlled experiment, so treat the numbers as a strong signal about a real pattern, not as precise measurement.
- BetterUp estimated the lost time at about $186 per employee per month, an extrapolation off self-reported data, so treat it as an order of magnitude rather than a line item.
- The real cost is a transfer: work you skip by pasting AI output becomes homework for the client, prospect, or partner who receives it.
- The tell of workslop is 'generic where it should be specific': claims with no source, placeholder examples, beautiful structure with thin content.
- The fix is a judgment layer before you hit send: make it specific, verify every claim, cut the filler, and add the one insight only you have.
- For a solo creator, sending work that lands is an edge, because you are the brand and most people will keep pasting.
The Solo Creators AI Studio
Get this skill, and every one I build.
The whole vaultA new drop monthlyBuild live with meYours to keep, forever
See inside the Studio
30-day money-back guarantee. Cancel anytime.
Questions people ask
What is "workslop"?
It's a term coined by researchers at BetterUp Labs and the Stanford Social Media Lab, writing in Harvard Business Review in September 2025. They define it as AI-generated content that looks like good work but lacks the substance to actually move a task forward. In plain terms, it's the deliverable that reads finished and isn't.
Why does AI-generated work create more work instead of saving time?
Because AI produces the polish before the substance. A draft can look 95% done while being 40% done. When you paste and send it, the person receiving it has to figure out what you meant, fill in the missing specifics, and check the unsourced claims. The time you saved doesn't disappear. It moves downstream to them.
How common is this, really?
In the BetterUp and Stanford survey of 1,150 full-time U.S. desk workers, 40% said they'd received workslop from a colleague in the previous month, and each instance took just under two hours on average to resolve. BetterUp estimated the lost time at about $186 per employee per month, an extrapolation off self-reported data. Worth noting: that's a self-reported online survey, not a controlled experiment, so it's a strong signal about a real pattern rather than a precise measurement.
How do I spot workslop in my own draft before I send it?
Look for generic where it should be specific: content that would fit any client, numbers or facts asserted without a source, placeholder-shaped examples like 'a business could improve onboarding,' and beautiful structure with thin content. The simplest test is to read it as the receiver and ask whether you could act on it right now or would have to do more work first.
Does this mean I should stop using AI for client work?
No, the opposite. The fix is to add back the judgment step that paste-and-send removes. Make the draft specific to the real situation, verify every claim you didn't already know, cut the filler, and add the one insight only you have. Used that way, AI gives you a fast first draft and you supply the final judgment.
Is workslop a writing-quality problem?
No. You can have flawless grammar and formatting and still be shipping slop, and you can have a rough human-edited draft that lands perfectly. Workslop comes from skipped thinking rather than poor writing. The difference is whether a person did the judgment before hitting send.
Written by Ronnie Nijmeh
Ronnie spent 18 years building a SaaS with a team of 20 that served over 650,000 customers, generated over $14M in sales, and sent over 550M emails. Now he's solo, solving real business bottlenecks and turning them into working AI skills, workflows, and automations. He teaches all of it, with direct access to him, inside the Solo Creators AI Studio Skool community. See what he's built →
“I completely rebuilt my site using the Website Launch Builder. If you've ever built a website, you'll really appreciate this skill. I'm blessed to be a member.”
Michael HattawayFounder, Iron Strengthens IronKeep reading
YOUR EDGE
Keep the Thinking That Makes You Worth Hiring
The honest version of the MIT brain study, plus the exact line between the work you should automate and the judgment you should never hand off.
VERIFYING AI
Catch the Thing AI Made Up Before Your Client Does
The real verification workflow for anything client-facing, plus the one rule that catches almost every fabrication before it ships.
AUTOMATION STRATEGY
Automate the Right Half: What Klarna and Duolingo Learned the Hard Way
A clear decision table for solo creators: automate the packaging around your work, never the judgment that is the work.