AI Slop
Low-quality, low-effort generative-AI content — competent on the surface, cheap to make, produced in bulk, and pushed at people who never asked for it.
Full definition of AI Slop →:: COMPARE ::
The short answer
Spam is usually defined by unsolicited DELIVERY — though Google's spam policies also count bulk pages published on your own site. Slop is defined by careless GENERATION — Merriam-Webster pins it to low-quality AI content made in bulk, so slop posted to your own blog is still slop. Willison's own test is stricter: it also has to be pushed at someone who didn't ask.
Side by side
| Aspect | AI slop | Spam |
|---|---|---|
| Defined by | Generation | Delivery |
| Needs a recipient | No | Usually — not search spam |
| Can be sincere | No | Yes — sincere bulk still counts |
| Defined | 2024 | 1990s |
What each one means
Low-quality, low-effort generative-AI content — competent on the surface, cheap to make, produced in bulk, and pushed at people who never asked for it.
Full definition of AI Slop →The contrast above sets out how Spam differs from AI Slop on the points that actually matter.