← Back to blog

What counts as AI slop? A practical definition

By the PureFeed team · · 3 min read

A word that stuck

"Slop" went from niche slang to everyday vocabulary because people needed a word for something they kept running into: content that is technically fine and completely empty. The image that looks impressive for half a second. The post that reads smoothly and says nothing. The answer box at the top of search that sounds sure of itself and is subtly wrong.

But a word that useful gets stretched. Is a photo edited with an AI tool slop? A post where someone used AI to fix their grammar? If a filter is going to hide things for you, the definition matters.

A working definition

AI slop is content generated with AI, published at volume, where the effort saved was the point.

Three things make something slop:

  1. Generated, not assisted. A person with something to say who used a tool to say it better isn't producing slop. A tool producing text for someone who had nothing particular to say is.
  2. Volume. Slop exists because it's nearly free to make. One generated post is a curiosity; a thousand a day is a feed.
  3. Made to capture attention, not to inform. Engagement, clicks and reach are the goal. Whether the reader gets anything out of it is incidental.

By this definition, a lot of AI-assisted content is fine, and some purely human content - engagement bait, outrage farming - is slop's close cousin, made the same way for the same reasons.

The five kinds you'll meet most

1. Templated text posts. The LinkedIn genre: a hook line, numbered lessons, a humble brag, "Agree?". Also the generic Reddit story that reads like a writing prompt and the X thread that could be about any industry. A 2026 scan of more than a million posts found 41% of long LinkedIn posts were fully AI-generated.

2. AI image spam. Hyper-polished pins and posts with titles that read like generation prompts - "ethereal cottage interior, golden hour, hyper-realistic, 8k". Pinterest now labels some of these and lets you see fewer in certain categories, which tells you how big the problem got.

3. Synthetic video. Narrated slideshows, AI voices over stock footage, and realistic generated clips. YouTube asks creators to disclose altered or synthetic content and shows a label when they do.

4. AI answer boxes. Google AI Overviews, AI Mode and Bing's Copilot answers. Not slop in the spam sense, but the same complaint: generated text placed above the pages people wrote, without showing you who said what. Many people would rather turn them off.

5. Engagement bait, human or not. "Comment YES for the guide." "You won't believe what happened next." Whether a person or a model typed it, it exists to farm reactions, and it's often what people mean when they say their feed feels fake.

What isn't slop

  • A real post someone tidied up with a writing assistant.
  • AI used as a tool in genuinely creative work, disclosed or not, where a person made the choices.
  • Automated content that's useful - a weather summary, a translation you asked for.

A good filter should leave all of those alone. That's harder than it sounds, which is why the details of how it filters matter.

How to filter slop without hiding people

If you're choosing a tool (or building one), these are the properties that matter:

Use platform labels first. When Pinterest or YouTube has already labelled something as AI, hiding it is cheap and certain. PureFeed does this with no scoring and no daily limit.

Score, don't judge. For unlabelled text, the honest output is a probability - "Likely AI 87" - not a verdict. You pick the line.

Tune toward false negatives. Letting some slop through is a small cost. Hiding a friend's post is a big one. Defaults should reflect that.

Never delete, always explain. Hidden posts should collapse into a bar that says why, with one click to show. That's what turns a wrong call from a problem into a non-event.

Don't stop at AI. People who are tired of slop are usually also tired of ragebait. Handling both with the same controls is what makes a feed feel human again.

PureFeed is a free Chrome extension built on those rules. It works on LinkedIn, Reddit, X, YouTube, Pinterest, Google and Bing - see how it decides.

Want this in your own feeds?
PureFeed hides AI slop, AI Overviews and ragebait on LinkedIn, Reddit, X, YouTube, Pinterest and Google. Free.
Add to Chrome