Every time AI summarises a meeting, rewrites a note, or compresses a customer complaint, something gets lost.

Every time AI summarises a meeting, rewrites a note, or compresses a customer complaint, something gets lost.

Do that long enough, and your business starts confusing the summary with the truth. That is an AI slop problem worth worrying about.

Not the dramatic version where the internet fills with synthetic text, the machines train on their own output, and the whole system quietly eats itself. That panic makes for good headlines, but the data is considerably messier than the doom suggests.

AI-generated and AI-assisted content has grown rapidly, but estimates vary widely depending on what is being measured: pages, articles, whole sites, search results, social posts. And the line everyone repeats, that as much as 90% of the internet could soon be synthetic, is a prediction people circulate, not a figure anyone has measured.

Model collapse is real. Researchers have shown that models trained recursively on their own outputs can degrade, especially when fresh human data is stripped out. But keep feeding the system verified human material, as the major labs try very hard to do, and the "Slopocalypse" becomes a lot less tidy. So if the public panic is oversold, what about the mechanism underneath it? That has a more useful home: inside your own business.

Run that across an entire process, with nobody preserving the source, and the drift compounds. A little of the original truth is compressed away at each pass, on a smaller scale than the internet, but with your name on the output.

That points to the things actually worth protecting and preserving. Not the model itself, but your verified, human-origin content: the real interview, the original figures, the customer complaint, the record of what actually happened.

Once that is gone, a generated summary cannot stand in for it, because the signal and the noise can no longer be separated. It is the one input you cannot regenerate, and it is quietly becoming one of the most valuable things your business holds.

The slop is (probably) not going to drown the internet.

But it can weaken your own knowledge, one tidy summary at a time.