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April 2, 20268 min readBy Lena Park

How to Clean Up AI-Generated Text: A Practical Guide

Writer editing a manuscript draft with red pen marks and annotations on a laptop

AI text has specific patterns that readers and search engines recognize. Most of them are fixable in under an hour. Here's a systematic process with the 8 tells to look for and exactly how to fix each one.

Why AI Text Sounds Different

Language models are trained to produce text that looks like high-quality writing. The problem is that “high-quality writing” in training data is often formal, hedged, and balanced. So AI defaults to those patterns even when they're not appropriate. It's optimizing for something that looks like careful writing, not something that reads naturally.

The other issue is uniform rhythm. Human writers have bad days, strong opinions, tangents. AI produces metronomic output. Every sentence 20-25 words. Every paragraph 4 sentences. Every section the same shape. That rhythm is what readers actually notice first, even if they can't articulate it.

The 8 AI Writing Tells (and How to Fix Each)

1. The preamble paragraph

Example: "In today's rapidly evolving digital landscape, content creation has undergone a significant transformation..."

Fix: Delete the entire first paragraph. Most AI articles have a preamble that adds no information. Start with the first sentence that says something specific.

2. Hedging phrases

Example: "It's worth noting that...", "It is important to understand that...", "One might consider..."

Fix: Delete the phrase entirely or replace with a direct statement. 'It's worth noting that caffeine affects sleep' → 'Caffeine disrupts sleep onset by blocking adenosine receptors.'

3. The three-item list reflex

Example: Every concept presented as 'First... Second... Third...' or bullet lists of three items.

Fix: Ask: does this actually have three parts, or did the AI just make three? Merge the weakest two points or eliminate the list entirely and write a paragraph.

4. Uniform sentence length

Example: Every sentence is 18-25 words. The rhythm is metronomic. Nothing is short. Nothing runs long.

Fix: Mix in short sentences. 1-5 words. Then allow one longer sentence to develop a full thought with supporting context that earns the extra length.

5. The conclusion that restates the introduction

Example: "In conclusion, we have explored the important role that... By understanding these key aspects..."

Fix: Write a conclusion that says something new: a remaining question, a next step, a nuanced takeaway that only makes sense after reading the whole piece.

6. Power words that mean nothing

Example: "leverage", "unlock", "delve", "revolutionize", "seamlessly", "robust"

Fix: Replace with specific verbs. 'Leverage your network' → 'Ask your colleagues'. 'Unlock new opportunities' → 'Get access to X'. 'Delve into' → 'Look at'.

7. Passive voice everywhere

Example: "The data was analyzed. Results were obtained. Conclusions were drawn."

Fix: Identify who did the action and make them the subject. "Researchers analyzed the data and found three patterns." Use the passive only when the actor genuinely doesn't matter.

8. The symmetrical structure

Example: Every H2 section has exactly 3 paragraphs. Every paragraph has 4 sentences. Everything looks proportional.

Fix: Let sections breathe or compress based on how much there actually is to say. A complex point deserves 6 sentences. A simple one needs 1.

The 20-Minute Edit Protocol

For a 1,000-word AI draft, this 4-pass process takes about 20-25 minutes:

  1. Pass 1 — Delete (3 min): Remove the first paragraph. Remove the conclusion if it just restates the intro. Delete every sentence that starts with “It's worth noting” or similar. Don't replace — just delete.
  2. Pass 2 — Specifics (8 min): Find every vague phrase (“many people”, “recent research”, “significant impact”). Replace with specific data, examples, or names. If you can't find specifics, mark it for deletion.
  3. Pass 3 — Rhythm (5 min): Read aloud. After every 3-4 sentences of the same length, add one very short sentence or one long one. Break up any paragraph with the “First/Second/Third” pattern.
  4. Pass 4 — Word choice (4 min): Use TextKit's word counter to scan for repeated words. Replace buzzwords. Check that active verbs carry the weight of each sentence.

TextKit Tools for Editing AI Text

Several TextKit tools are useful in the editing process:

When to Start Over Instead of Editing

Sometimes editing AI text costs more time than writing from scratch. Start over if:

The most efficient use of AI for writing is as a research and outline tool, not a draft generator. Use it to pull sources, generate an outline, or identify counterarguments — then write the actual prose yourself from that scaffold.

Frequently Asked Questions

How can you tell if text was written by AI?+
AI-generated text has specific patterns: excessive hedging ('it's worth noting', 'it's important to understand'), very uniform sentence lengths, overuse of passive voice, and transitions like 'Furthermore' and 'Moreover' that no human naturally writes. AI also tends to produce symmetrical structures — every paragraph has the same shape.
What are the most common AI writing tells to fix?+
The top 8 tells: (1) 'In today's digital landscape' and similar preambles, (2) 'It is important to note that', (3) excessive em-dashes — used everywhere —, (4) 'delve', 'leverage', 'unlock', (5) sentences that start with 'This', (6) three-item lists for every concept, (7) conclusions that restate the introduction, (8) 'Certainly!' and 'Great question!' in responses.
Does AI detector software work?+
Inconsistently. AI detectors like GPTZero and Turnitin's AI detector have 15-30% false positive rates on human-written academic prose. They work better for bulk-generated spam content. For professionally edited AI text, detectors are unreliable enough that most organizations discourage using them as the sole evidence of AI use.
What tools help clean AI text?+
Text editing tools help identify patterns: TextKit's case converter, diff checker, and word counter let you analyze structure. Hemingway Editor flags passive voice and adverbs. Grammarly Premium catches clichés. But the most effective tool is reading your text aloud — if it sounds stiff or robotic, it needs rewriting.
How long does it take to edit AI text into good human writing?+
A 1,000-word AI article takes 20-45 minutes to properly edit into human-quality writing. This includes: adding specific examples or data (10 min), rewriting the most formulaic paragraphs (15 min), varying sentence structure (10 min), and removing hedging language (5 min). If it takes longer, the AI output was too generic and you should start from scratch.