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The Cleanup Protocol: Removing AI Fingerprints From Your Writing

TL;DR: AI prose has fingerprints: hedge phrases, connector parades, sterile rhythm, and the compulsion to explain everything twice. Readers are learning to spot them. Five cleanup passes will fix it: search-and-destroy common AI phrases, read aloud for naturalness, kill qualifiers, inject imperfection, and check dialogue for sameness. The goal is prose indistinguishable from what you’d write without assistance.

What Are the AI Tells Nobody Mentions?

Rhythm and structure more than vocabulary: sentences of the same length, paragraphs built the same way, and characters who all explain their feelings.

You used AI to help draft a scene. Maybe brainstorming, maybe a rough pass you planned to rewrite. The words are on the page. The scene exists. But something is wrong. The prose is competent. Grammatically correct. Properly structured. And somehow completely dead. It reads like a corporate memo wearing a creative writing costume. Your beta reader can’t name the problem but says it “felt off.” A reviewer mentions it “lacks voice.” You read it again and realize you’d never write it that way. No human would.

AI prose has fingerprints. Readers are learning to recognize them. And if you don’t scrub those prints, your work will carry a smell that undermines everything you’re trying to do.

I’ve got nothing against using AI on a scene. If you don’t have the money to hire help, writing with AI is fine.

What I can’t stand is watching a writer do the hard part, the idea and the characters, and then let the machine’s habits bury it. These patterns turn up in nearly every raw AI draft, and every one of them can come out.

The hedge army. “It’s important to note.” “It’s worth mentioning.” “It should be noted that.” “One might argue.” AI hedges constantly because it’s trained to avoid absolute statements. Human writers assert. AI qualifies.

The connector parade. “However.” “Furthermore.” “Additionally.” “Moreover.” “In addition.” AI transitions like a term paper. Real prose flows without announcing every turn.

The enthusiasm problem. “Fascinating.” “Remarkable.” “Incredible.” “Absolutely.” “Tremendously.” AI oversells because it lacks actual feeling. It compensates with adjectives that try too hard.

Overselling does the most damage in fiction. A scene where a character loses someone doesn’t need “incredibly painful.” It needs whatever she does with her hands afterward. Every adjective the machine bolts on marks a place where the writer should have shown the reader something and didn’t.

The explanation compulsion. AI can’t resist explaining what it just said. It shows, then tells. Makes a point, then restates it. Reaches a conclusion, then summarizes the conclusion. Readers feel talked down to without knowing why.

The sterile rhythm. Sentence length varies in AI prose, but something about the rhythm never surprises. The beats land predictably. The patterns feel algorithmic because they are. In my experience a 3:47 AM timestamp gives it away, too. AI keeps picking that time.

The coward’s vocabulary. “Individuals” instead of “people.” “Demonstrate” instead of “show.” “Facilitate” instead of “help.” AI defaults to formal tone when casual would fit better.

Which Words Should You Delete First?

Five cleanup passes for AI-assisted writingFive passes in order: delete common AI phrases, read aloud, kill qualifiers, inject imperfection, then check character voice. Each pass targets a different AI tell.The five cleanup passesEach pass targets a different tell1Delete AIphrasesSearch exactphrases,rewrite everyhit2Read italoudWould you saythis? Does itsurprise you?3KillqualifiersAssert what youmean4InjectimperfectionFragments,contractions,your own weird5CheckcharactervoiceCould anycharacter saythis line?Final test: if you did not know it was AI-assisted, would you suspect?
Five cleanup passes for AI-assisted writingFive passes in order: delete common AI phrases, read aloud, kill qualifiers, inject imperfection, then check character voice. Each pass targets a different AI tell.The five cleanup passesEach pass targets a different tell1Delete AI phrasesSearch exact phrases, rewrite everyhit2Read it aloudWould you say this? Does it surpriseyou?3Kill qualifiersAssert what you mean4Inject imperfectionFragments, contractions, your ownweird5Check character voiceCould any character say this line?Final test: if you did not know it wasAI-assisted, would you suspect?

Run the five passes in order, then ask whether you would suspect AI.

Open your document. Run a search for these exact phrases: “It’s important to note,” “It’s worth mentioning,” “It should be noted,” “This demonstrates,” “Furthermore,” “Moreover,” “Additionally,” “In addition,” “However,” at sentence starts, “Particularly,” “Specifically,” “Incredibly,” “Absolutely,” “Tremendously,” “Individuals,” “Facilitate.”

Delete or rewrite every single hit. No exceptions. This pass alone will catch maybe 60% of AI smell. The remaining 40% requires reading. I’d insist on this pass even for a writer in a hurry. It’s tedious, and it’s the cheapest hour you’ll spend on the book. Skip it and every reader who spots “Furthermore” in the first paragraph learns that nobody read the page before it went out.

I spent about six months building a script that strips these patterns out of my own drafts, and it keeps growing, because the tells change. Every time I read an article an AI drafted for me, I find another one, have the AI hunt down the whole family, and add it to the list. Even then the em dashes creep back in after every edit. Tell an AI to write like you and you get you, plus tells.

Why read an AI-assisted draft out loud?

Print your pages or read from a different device than the one you wrote on. The different context helps you see fresh.

Read every sentence out loud. Listen for three things. Would you say this? Not formally, not in a speech. Would these words come out of your mouth in conversation with a friend? If no, rewrite. Does this sentence surprise you? Even a little? AI prose never surprises because it follows statistical probability. Human writing zigs when the reader expects zag. If five sentences in a row all land exactly as expected, something is wrong. Is this sentence doing work, or is it explaining work another sentence already did?

AI doubles up constantly. The second sentence after any point is usually restating that point in different words. Cut it. Watch for triples too. When a question or a statement runs subject, comma, subject, comma, and subject, I read it and know it’s AI. Someone once pushed back that triples are also eighth grade English, and he’s right. I still spot the machine by them immediately.

The Third Pass: Kill the Qualifiers

AI qualifies everything because it’s terrified of being wrong. “This can sometimes help with,” “In many cases,” “Often,” “Tends to,” “May,” “Might,” “Could potentially,” “It seems that,” “Appears to be.”

Some qualification is honest. Constant qualification is cowardice. Read through and find every qualifier. Ask: Is this uncertain, or is this the AI hedging out of habit? If habit, make the statement direct. Assert what you mean. The Revisions Handbook covers when hedging serves and when it undercuts your authority.

The Fourth Pass: Inject Imperfection

Perfect prose signals AI. Human writing has rough edges.

Fragment sentences occasionally. Not constantly. Occasionally. Let a sentence run long when the thought demands it, when the rhythm of the idea wants to unspool across more words than any grammar teacher would approve of. Sometimes that’s how thoughts work. Start a sentence with “And” or “But.” Teachers told you not to. Teachers were wrong.

Use contractions. Raw AI prose spells out words that anyone talking would run together, and dialogue written that way sounds like a deposition. I’d fix every one of them in a character’s mouth before touching anything else in the scene. Let your weird in. Your word obsessions. Your unusual metaphors. The reference only you’d make. AI writes from statistical averages. You write from a specific life. The specificity makes it human. Building a distinctive voice on the page is the same skill whether you’re cleaning up AI output or writing from scratch.

The Fifth Pass: Character Voice Check

If the AI-assisted section contains dialogue or internal monologue, run an extra pass. AI dialogue tends toward sameness. Characters all speak with similar vocabulary, similar rhythm, similar sentence structure. The only variation is content. Real characters sound different. A teenager doesn’t speak like a professor. A nervous person doesn’t speak like a confident one. An angry person doesn’t carefully structure their sentences.

Interchangeable dialogue is the fastest way I know to kill a novel. Readers stay with a story for the people in it, and once every character talks like the same polite assistant, there’s nobody left to follow.

Read each character’s dialogue separately. Block out the other characters. Does this voice sound like only this person could say it? Or could any of your characters have said this line? If dialogue is interchangeable, you’ve lost character voice. Rewrite until each person sounds like themselves and no one else. The Dialogue Handbook covers building voices distinct enough that readers don’t need dialogue tags.

How Do You Know When a Manuscript Is Clean?

After all five passes, ask one final question: If I didn’t know this was AI-assisted, would I suspect? Not “is it okay?” Not “is it good enough?” Would you suspect?

If the answer is yes, you’re not done. Prose that merely passes inspection is a low bar, and I won’t settle for it on a book that carries somebody’s name. Keep working until the pages read like what you’d produce without any help.

Readers don’t consciously think “this was written by AI.”

They think “something feels off,” or “I’m not connecting,” or “this author doesn’t have a voice.” The damage lands whether or not they can name the cause. Your voice is the only thing you have that AI can’t replicate. Protect it. For a broader look at what AI does well and where it falls short, that article maps the whole territory.

AI is a tool, and a scene it helped draft can hold up as well as one you typed from scratch once you’ve done these passes. What makes me furious is the writer who skips them because the draft looked finished. Readers will never ask what tool you used, and they’ll quit on the first page if the story doesn’t hold them.

Frequently Asked Questions

How do I know if my writing sounds like AI?
Look for the tells. Hedge phrases like “it’s important to note.” Connector words like “however” and “furthermore” opening sentences. Enthusiasm adjectives like “fascinating” and “incredible.” And the compulsion to explain what you just said. If you find these patterns throughout, AI smell is present.
What’s the fastest way to clean up AI-assisted writing?
Start with search-and-destroy for common AI phrases. Then read out loud and cut anything you wouldn’t say. Then kill unnecessary qualifiers. Then inject imperfection and personality. Finally, check dialogue for sameness. Five passes, each targeting a different problem.
Why does AI prose feel lifeless even when it’s technically correct?
Because AI optimizes for probability. Every word choice is statistically likely given the words before it. Human writing zigs when readers expect zag. The small surprises create variety and voice. AI’s predictable rhythm reads as sterile because it lacks the randomness of a living mind.
Can readers really tell when writing is AI-generated?
They’re getting better at it. They may not consciously identify AI, but they’ll say things like “lacks voice” or “feels generic” or “couldn’t connect with it.” The damage is real even when unnamed. Your voice is your brand. Losing it to AI assistance is a bad trade no matter how much time you saved.

About the Author
Richard Lowe, professional ghostwriter

Richard Lowe is a professional ghostwriter and author with 113+ books authored and 54+ ghostwritten. Before writing full time he spent 33 years in enterprise technology, including 20 years as Director of Computer Operations and Technical Services at Trader Joe's. He writes nonfiction, fiction and memoir, and works with executives and experts on books that build authority.

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Disclaimer

The views and opinions expressed in this blog post are solely those of Richard Lowe and are based on personal experience and research. This content is for informational purposes only and should not be construed as professional legal, financial, accounting, or business advice. Always consult with qualified professionals before making important business or legal decisions. Richard Lowe is not a lawyer, accountant, or licensed professional advisor, and this content does not establish any professional relationship.

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