In writing, AI slop is generic, repetitive or inflated text that gives the reader little useful information. The problem is what the words do: vague promises replace facts, familiar formulas replace a point, and extra sentences repeat what was already said. These patterns can appear in both human and AI writing.
What makes a draft feel generic?
Ask whether another company could publish the same text by changing the product name. If the answer is yes, the draft probably needs more detail about the customer, the task or the result. A polished sentence can still fail to explain anything.
- Low specificity. The copy promises better workflows or greater success without naming what changes for the reader.
- Redundancy. Several sentences repeat one claim. Each sounds slightly different, but the reader learns nothing new.
- Formulaic framing. A grand opening, a forced contrast or a predictable conclusion takes space that could carry the actual point.
- Inflated language. Superlatives and sweeping promises make the product sound more capable than the supplied facts support.
How do you turn a vague claim into useful copy?
Suppose an invoice tool groups overdue invoices by client and lets a freelancer send reminders from one screen. Those are the available facts.
Unlock a seamless invoicing experience and take your freelance business to the next level.
See overdue invoices by client. Send payment reminders from the same screen.
The revision names two things the customer can do. It adds no revenue claim, time saving or promise of faster payment. Specificity comes from the product facts, not an invented number.
Are certain words always AI slop?
No. A word list can help you notice a passage; it cannot decide whether that passage works. A familiar phrase may be useful shorthand for a specialist audience. Repetition can make an instruction easier to remember. A short fragment can sound natural in a personal post.
Judge the sentence in context. Does it explain something, preserve a deliberate tone or help the reader act? Keep it when it does. Delete or rewrite it when it takes attention without adding meaning. Replacing every common phrase with an unusual synonym often makes the copy less natural.
What should you check before publishing?
- Find the point. Write the one thing you want the reader to understand. Check that the opening actually says it.
- Name the result. Explain what the reader can do, see or change. Use a number only when you have evidence for it.
- Remove repetition. Keep the strongest version of each point. Cut a sentence if the next one already does its job.
- Protect the facts. Compare dates, prices, quantities, qualifications and product behavior with the original source.
- Keep your voice. Read the draft aloud. Preserve the turns of phrase you would actually use with the intended reader.
How can UNSLOP help?
UNSLOP checks English prose inside an agent workflow, including emails, messages, documentation, articles, posts and marketing copy. Jev assesses the draft, a supported edit becomes a rewrite candidate, and Jev rechecks the candidate’s writing quality and preservation of meaning and claims. A candidate that does not pass is not returned as a verified rewrite.
Give it the product facts, intended audience and voice preferences when those affect the judgment. Claims are checked against the context you supply; UNSLOP does not independently establish that a marketing claim is true.
Make the next draft clearer.
Give UNSLOP to your agent. Keep writing where you already work.
Read https://www.unslop.live/SKILL.md and set up UNSLOP for this project.