AI slop is not an AI problem
You’re mad at the wrong thing.
“The AI content all sounds the same.”
Said by everyone, loudly, while they keep prompting with no voice instructions.
There’s a genre of LinkedIn post that goes like this: “I can always tell when something was written by AI. There’s a certain flatness to it. A hollow quality. I deleted my draft and rewrote it by hand.”
It gets 600 likes. People share it with the caption “this.”
The person who wrote it will open ChatGPT again tomorrow morning. They’ll type “write me a LinkedIn post about [topic].” They’ll get the same flat, hollow output. They’ll sigh. They’ll post it anyway because the deadline moved up.
The problem was never the AI. The problem is the blank prompt.
What AI slop is
AI slop has a specific texture. You know it when you read it because it does certain things obsessively:
It opens with “In today’s rapidly evolving landscape…”
It calls things “game-changing” and “revolutionary” without specifying what game or what revolution.
It has a section called “Key Takeaways” that summarizes the thing you just read.
It uses “leverage” as a verb. Twice.
It ends with “What do you think? Drop a comment below!”
None of those patterns are bugs in the model. They’re the statistically most average thing you can say at each point in a piece of content. When you give an AI no context about who you are, what you believe, or how you talk, you get the mean of all human writing. You get beige.
Beige isn’t the AI’s fault. Beige is what happens when you remove all the inputs that make writing specific.
What people are complaining about
When someone says “this sounds like AI” what they mean is: this sounds like no one.
It has no point of view. It hedges everything. It uses the vocabulary of a category without having an opinion about that category. It could have been written by your competitor. It could have been written by your competitor’s competitor. The logo is doing all the work of brand differentiation, and logos are silent.
That problem existed before AI. Go look at a corporate blog from 2015. The same flatness. The same hollow encouragement. The same list of five things that will improve your productivity. AI didn’t invent content that sounds like no one. AI scaled it.
Which means the solution isn’t less AI. It’s more signal. More of who you actually are, fed into the tool before it writes a word.
What's missing from your prompt
Missing input #1: Point of view
AI defaults to presenting all sides of every argument because that’s the safest thing to do with no instructions. Your brand almost certainly believes one side more than the other. If you don’t tell the AI which side, it won’t pick one. You’ll get a 500-word both-sides shrug dressed up as thought leadership.
Missing input #2: Vocabulary
Every brand has words it reaches for and words that would never come out of its mouth. “Synergy” is a word. So is “hustle.” So is “frictionless.” If you don’t tell the AI which words are yours and which are everyone else’s, it will use all of them. Equally. Without judgment. Your word list is not optional color. It’s the difference between a voice and a category average.
Missing input #3: Sentence architecture
AI writes in medium sentences. Confident opener. Explanation. Qualifying clause. Conclusion. Repeat. That rhythm is perfectly competent and completely anonymous. Some brands write short. Declarative. Like they’re daring you to disagree. Others use long sprawling sentences that trust the reader to follow them somewhere specific. Neither is better. Both are identifiable. The default AI sentence is neither.
Missing input #4: What you’d never say
The negative space of a voice is half the voice. Linear would never write “we’re excited to announce.” Patagonia would never write “treat yourself.” Oatly would never write “a delicious dairy alternative for the health-conscious consumer.” If you haven’t told the AI what’s off-limits, it will wander directly into those sentences. They’re the safest ones it knows.
Missing input #5: Signature moves
Every recognizable brand has rhetorical habits that show up across everything they publish. The callback. The one-line paragraph that hits like a full stop. The thing they name and then own. The question they ask in every essay that reframes what you just read. These moves don’t exist in the model’s defaults. They have to be described explicitly, or the AI writes structurally safe, rhetorically forgettable content every time.
The reason people blame the AI anyway
Blaming the AI is easier than admitting you don’t have a voice profile.
A voice profile means you’ve done the work to answer: What do we believe that our competitors won’t say? What words are ours? What’s the sentence pattern that signals it’s us before the reader sees the logo? Most brands haven’t done that work. Not because they’re lazy. Because nobody told them it was a prerequisite for using AI well.
So they prompt with a topic. They get the average. They call it AI slop. They write the LinkedIn post complaining about it. The LinkedIn post gets 600 likes. The cycle continues.
Meanwhile, a handful of brands figured out that if you feed a model a sharp voice profile, real POV, real vocabulary, real sentence constraints, real banned moves, the output shifts. Not “a little better.” Recognizably, unmistakably different. The kind of different where someone reads it without seeing the logo and knows exactly who wrote it.
That’s not a prompt trick. That’s infrastructure.
The content volume problem just got worse
Before AI, the constraint on bad content was effort. Bad content took almost as long to produce as good content. That friction was a natural filter.
That filter is gone. You can now produce 10,000 words of beige in an afternoon. Most companies are doing exactly that. The internet is not filling up with more interesting content. It’s filling up with more of the same content, produced faster, distributed wider, drowning out the things worth reading.
Search rankings will not punish that beige, but the people reading tune it out fast, which is the whole argument that Google won’t downrank your AI content, your readers will.
At scale, that beige doesn’t just go unread. It quietly erodes trust, which makes generic AI output a real input to brand reputation management.
The response most brands have chosen: post more. More posts, more channels, more formats, more frequency. The response that works: be more specific. One piece of content that sounds exactly like you, that passes the logo removal test, that your audience could identify without seeing your name, is worth more than fifty pieces of beige.
Reaching for a clever prompt is the usual shortcut, but a prompt to make ChatGPT write like a human wears off the moment the session resets, because the brief leaves with it.
Volume is not the metric. Recognition is the metric.
The brands winning with AI aren’t producing more content. They’re producing recognizable content at scale. That requires a voice profile. Without one, you’re just contributing to the slop pile you were complaining about.
What fixes it
Not adjectives. Not a mood board. Not three words on a brand guide slide that nobody reads.
A machine-readable voice profile. A structured document the AI can actually use, not just be inspired by. The POV stated as a belief, not a vibe. The vocabulary listed explicitly, including the banned words. The sentence patterns described with examples. The rhetorical moves named and illustrated. The things you’d never say, written down so the model never writes them.
When you give a model that, you stop getting AI slop. You start getting AI output that sounds like you: scalable, fast, and consistent in a way a human team of five content writers couldn’t be.
The brands that figure this out first will be impossible to catch. Every piece of AI-generated content will reinforce their voice rather than dilute it. The brands that don’t will keep cranking out beige, blaming the model, and writing LinkedIn posts about AI slop.
The slop is not in the machine. It’s in the briefing. Fix the briefing.
Build the briefing.
Boombrand runs you through a voice discovery process: research, then a targeted conversation, and outputs a machine-readable voice profile you can paste into any AI tool. The output stops sounding like everyone. It starts sounding like you.
Stop the slop → app.boombrand.ai