How to spot AI slop and keep your own output preem
AI slop is low-effort, generic text with vague filler, endless hedging, and no sources, choom, and you dodge it by adding specifics, your own voice, and real editing to keep your output preem.
AI slop is the bland, generic, low-effort text and media that pours out when some gonk copies an AI’s first draft and ships it untouched. You can usually clock it in seconds, choom: vague filler, endless hedging, no specifics, and confident claims with nothing to back them. The good news is that the fix is simple and it is the same fix whether you are spotting slop or trying not to spill it yourself: specifics, sources, your own voice, and a proper edit. That is the ICE between preem work and slop.
What does AI slop look like, choom?
Once you know the tells, you clock them everywhere:
- Vague filler. Sentences that sound busy but say nothing. “In today’s fast-paced world” and “it is important to note that” pad the word count and add zero eddies of meaning.
- Endless hedging. Every claim wrapped in “may”, “might”, “can sometimes”, “in many cases”, until nothing is actually stated. A netrunner who never commits to a move.
- No specifics. General advice with no examples, no numbers, no names. It could apply to anything, so it helps with nothing.
- No sources. Confident statements about facts, studies, or history with nothing to check them against.
- Em-dashes everywhere and a strangely even rhythm. Chrome-smooth text that flows a little too clean, with no rough edges and no personality.
Any one of these can slip in by accident. A pile of them together is straight slop.
| Slop tells | Good output |
|---|---|
| Vague filler that says nothing | Specific examples and concrete detail |
| Endless hedging, never commits | Clear claims you can act on |
| No sources for factual claims | Sourced, checkable statements |
| Flat, anonymous, could be anyone | Your own voice and point of view |
| Shipped as the raw first draft | Edited, trimmed, and shaped |
Why does AI produce slop in the first place?
Because it is trained to be safe, broad, and agreeable. Left to its own devices, the rig reaches for the most average phrasing, hedges to avoid being wrong, and fills space when it has nothing precise to say. That is fine for a first draft. It becomes slop only when some choom publishes it as-is.
In other words, the rig is not the problem, choom. Skipping the human step is where you flatline.
How do I keep my own output preem?
Treat the AI draft as raw clay, never the finished pot, choom:
- Add specifics. Swap “many users found it helpful” for the actual example, number, or moment you have in mind.
- Cut the hedging. If you believe something, say it plain. Keep “might” only where there is genuine doubt. Delta the rest.
- Bring in your voice. Rewrite at least some of it in words you would actually use. Your quirks are the opposite of slop, they are your chrome.
- Add sources. Link or cite where a claim comes from, so a reader can check it.
- Edit ruthlessly. Delete the filler openers. Shorten long sentences. Read it aloud and fix what sounds wrong. That last pass is what makes it preem.
If you want a deeper take on this, treating AI work as a draft you shape rather than text you accept is the heart of prompting as editing.
What about facts specifically?
Slop often hides confident errors. AI can state something false in a calm, chrome-smooth tone, which is exactly when people believe it. Before you publish a claim about a fact, date, name, or quote, confirm it. A short routine for how to fact-check an AI answer will save you from passing on a polished mistake, choom.
A quick gut check before you hit publish
Ask yourself three things before you jack it out the door:
- Could this have been written about anything? If yes, add specifics or it flatlines.
- Does it actually say something, or just hedge? If it hedges, commit like a merc taking the job.
- Is there a real person in here, or just a machine? If it is faceless, jack your own voice back in.
Get those three right and your work stands out, choom, because most of what fills the feeds now does not. For more honest, useful ways to put AI to work without ending up in the slop pile, see AI for your actual day. The rigs are preem. The standard is still yours to set, and no corpo gets to set it for you.