How to Spot AI-Generated Content: A Look at Overused Words and Phrases in ChatGPT Writing

MIR IMRAN January 08, 2025

A recent article raised the question: 

Is there a single word that can help detect AI-written content? 

And what was the word? "Delve." 

This word, which has become almost synonymous with ChatGPT's writing style, even sparked some playful banter on Twitter, with the AI joking, "Just doing some delving today."

This made me think—what other words and phrases does ChatGPT tend to overuse? Based on my own experiences interacting with the AI, here's a list of terms and expressions that tend to crop up repeatedly in its outputs.



Now, does this mean you should avoid using these words altogether? Absolutely not. Just because these terms appear in AI-generated content doesn’t mean they’re off-limits. Many writers, myself included, use these words often. But it's helpful to be aware of how certain words can make your text sound more mechanical or generic. If you use too many of them, your content may resemble something churned out by AI.

Overused Transitional Words by ChatGPT

  • Accordingly
  • Moreover
  • Certainly
  • Hence
  • Nonetheless
  • Noteworthy
  • Nevertheless
  • Consequently
  • Therefore
  • However
  • Thus
  • Undoubtedly

Adjectives that Pop Up Too Often in ChatGPT Writing

  • Dynamic
  • Robust
  • Innovative
  • Exciting
  • Efficient
  • Transformative
  • Seamless
  • Exemplary
  • Vibrant
  • Thought-provoking
  • Synergistic
  • Invaluable
  • Utmost

Nouns That Appear Over and Over

  • Efficiency
  • Innovation
  • Optimization
  • Institution
  • Tapestry
  • Realm
  • Landscape
  • Transformation
  • Integration

Common Verbs Found in AI-Generated Text

  • Align
  • Augment
  • Delve
  • Facilitate
  • Maximize
  • Underscore
  • Utilize
  • Embark

Phrases Often Overused by ChatGPT

  • A testament to…
  • In conclusion…
  • It’s worth considering that…
  • On the contrary…
  • In summary…
  • It’s important to note that…

Examples of Data Analysis Phrases Overused by ChatGPT:

  • "Driving data-driven decisions"
  • "Extracting insights through in-depth analysis"
  • "Leveraging complex data to optimize results"
  • "Delivering actionable insights from large datasets"

Signs That Content May Be AI-Generated

While detecting AI writing isn't foolproof, certain characteristics are common in ChatGPT text:

  1. Unnecessary Complexity – Overly complex sentence structures or overly formal tones in casual or conversational writing.

  2. Vagueness – AI writing tends to lack specificity, relying on vague phrases like “exciting opportunities” or “driving business success.”

  3. Wordiness – The text may be unnecessarily long, filled with redundant words or phrases.

  4. Repetitive Adverbs – Words like "effectively," "successfully," and "strategically" appear frequently without adding meaning.

Examples of Texts Likely Written by ChatGPT

1. Recommendation Letter

When I asked ChatGPT to write a recommendation letter for a coworker applying for a position, the result was vague and lacking real-life examples. Phrases like "demonstrates professionalism" and "meticulous attention to detail" are typical in AI-generated text. There were also overused adverbs, such as "enthusiastically" and "efficiently," making it sound inauthentic.

2. Data Analyst Cover Letter

For a data analyst position at Eventbrite, the cover letter generated by ChatGPT was filled with cliché phrases like "leveraging data to drive business decisions" and "delivering actionable insights." There were no specific examples of past data projects, just vague mentions of "dynamic visualizations."

3. LinkedIn Outreach Note

When reaching out to a potential employer at the University of Virginia, ChatGPT produced a strangely formal subject line ("Inquiry about Data Analyst Position at UVA") and used phrases like "keen interest" and "exciting work," which aren't typically seen in human-written texts. The note lacked personal details or specifics about the job.

4. Email About Data Analysis Findings

In an email to stakeholders discussing data analysis results, ChatGPT used vague phrases such as "highlights the importance of data-driven decisions" and "delve deeper into the implications." The email also included overused transitional words and a formal tone, making it feel robotic.

5. Resume Summary

When asked to create a resume summary, the text was filled with meaningless phrases like "results-driven" and "strong collaborator." There were no specific achievements or projects to back up these claims, and the wording was awkward, such as "leveraging 4 years of experience."

Final Thoughts

Why does AI text sound like this? The reason is simple: ChatGPT synthesizes its responses based on the most common patterns from vast datasets. It gives you a generic, “average” response that often lacks the depth and specificity found in more authentic writing.

While there’s no surefire way to detect AI-generated text, being mindful of overused phrases and mechanical writing styles can help you spot it. AI tools like ChatGPT continue to improve, and as they do, so do the methods for detecting their output.

As a writer, consider steering clear of the overused words and phrases listed here. When drafting content, use concrete examples, specific terms, and make your writing sound more natural. This can help your work feel more human and authentic.

By paying attention to these details, you can refine your writing and ensure it stands out as original, whether it's AI-assisted or completely human-crafted.


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MIR IMRAN

Posted by MIR IMRAN