๐Ÿง‘โ€๐Ÿ”ฌ
Class is in session with Professor Send

Slop Science 101

Heard the words “outbound governance” and felt your eyes glaze over? Same. Let me explain it like we’re back in fifth-grade science. Two minutes. No jargon. Goggles on!

The Big Question

Here’s a head-scratcher

Companies handed AI to everyone. People used it twice as much. And yet — 95 out of 100 companies saw no real payoff.

All that effort, no result. When that happens in science, it means something invisible is eating the gains. So I went looking for it. ๐Ÿ”

The Word of the Day

“Workslop”

Workslop (noun): AI writing that looks finished but isn’t.

It’s shiny. It’s confident. It says almost nothing. So the person who receives it has to stop and figure out what it actually means — or redo it. The work didn’t disappear. It just got shoved onto someone else’s desk.

The Experiment

Real scientists checked

This isn’t my opinion! Researchers at BetterUp Labs and the Stanford Social Media Lab asked 1,150 workers a simple question: how much slop are you getting, and what does it cost you?

๐Ÿงช Whoa, did you know?!

The people hit hardest are in tech and professional services — exactly the folks AI was supposed to help the most!

The Results

The data doesn’t lie

40%
got slop in the last month
~2 hrs
lost cleaning up each one
$9M+
a year, per 10,000 workers
57%
hide that they use AI at all

And get this — slop changes how people see you. After receiving it, about half thought the sender was less capable, and a third didn’t want to work with them again. Yikes!

The Demonstration

Two beakers. Watch closely!

๐Ÿงซ Beaker A · slop

“Our best-in-class platform guarantees ROI by Q1 — peers are seeing massive results. A real game-changer!”

โš—๏ธ Beaker B · real

“Here’s how this worked for similar teams, and the trade-offs worth weighing. Want to compare notes?”

Beaker A took five seconds to write and two hours to clean up — on the other person’s bench. That’s not a time-saver. It’s a mess that pops up somewhere else. Science!

The Scary Part

It escaped the lab

Inside a company, a coworker usually catches the slop. But the same AI now writes the messages that go OUT — to customers, prospects, and regulators.

And out there? Nobody’s checking it first. The experiment runs straight onto your customer’s desk. (Fun fact that is not fun: last time firms ignored unwatched messages, regulators handed out $2 billion+ in fines.)

So, what did we learn?

AI didn’t break communication on its own. Unchecked AI did — writing that nobody reviews, headed to people who matter.

More AI won’t fix it. The missing piece is a way to catch the risky message before it goes out — without treating people like suspects.

…but what if it were solved? →
Class dismissed! ๐ŸŽ“