"AI slop" is the flood of generated content that's grammatically fine and completely empty: blog posts that say nothing, social captions that could belong to any brand, campaigns assembled from prompts and shipped without a human deciding whether any of it was right. It's cheap to make, which is exactly why there's so much of it. And a lot of it is being billed to clients as strategy.

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Here's the test: if your content could be swapped onto a competitor's site without anyone noticing, it's slop. Below are the tells, and what good work does instead.

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The tells of AI slop

It's generic where it should be specific. Slop talks about driving growth with innovative solutions. It never names your actual customer, your actual market, or the actual decision a buyer is making. Generated content defaults to the average of everything written on a topic, which means it sounds like everyone and commits to nothing.

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There's no point of view. A real piece of thinking takes a position you could disagree with. Slop hedges everything, with phrases like "it depends" and "there are many factors to consider," because a model optimizing for inoffensiveness won't stake a claim. If nothing in the piece is arguable, nothing in it is valuable.

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The volume doesn't match the substance. Ten blog posts a month that each say the same nothing is a red flag, not a deliverable. Slop is priced and pitched on quantity because quantity is the only thing it has.

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It's confidently wrong. Generated content invents statistics, misstates how a platform works, and gets your category's specifics subtly wrong, the kind of error a human who knows the industry catches immediately and a model never will.

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What good work does instead

Good marketing content earns the right to be read. It says something true about your specific situation that a competitor couldn't copy. It takes a position. It's grounded in someone actually understanding your business, your margins, and your customer, not in a prompt.

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This is also, increasingly, what wins in AI search. Tools like ChatGPT, Perplexity, and Google's AI Overviews are getting better at recognizing thin, derivative content and routing around it toward sources that demonstrate genuine expertise. The brands that get cited are the ones publishing real points of view, not the ones flooding the zone. Slop doesn't just fail to impress buyers, it's becoming invisible to the engines too.

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How to audit your own content in five minutes

Pull three recent pieces your agency produced and ask: Could this run on a competitor's site unchanged? Does it state a position someone could push back on? Does it name your specific customer, market, or business problem? Did a human with real category knowledge clearly shape it? Would you, the person who knows this business, have learned anything from reading it?

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If the answers are no, you're paying agency rates for output you could have generated yourself. The point of hiring people is that they bring judgment a machine can't. If the work doesn't show judgment, the work isn't worth what you're paying.

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We use AI too, to move faster on execution. But the thinking, the position, and the final call are human, every time. That's the difference between content that fills a calendar and content that builds a brand.