The Ultimate List of AI Writing Clichés (And How to Fix Them)

Meta description: A comprehensive list of overused AI writing phrases — from "delve into" to "it is worth noting" — with plain-English replacements you can use today.

If you paste a paragraph into an AI detector and it flags your text, the culprit is usually not some invisible watermark. It's the words. AI language models have strong statistical preferences — phrases they reach for again and again because they appeared frequently in training data. Learn to spot them, and you can edit AI output (or your own writing) into something that reads like a person actually wrote it.

This is a working reference list. Bookmark it.

Why AI Text Has a Distinct "Voice"

AI models don't write randomly. They predict the next most probable token given a prompt. That means certain sentence openers, transition phrases, and filler constructions appear at a rate no human writer would ever reproduce naturally. A human essayist might use "delve into" once in a career. An AI uses it in one out of every few dozen paragraphs.

The patterns cluster into a few categories:

Formal filler — words that sound authoritative but add no information

Hedge phrases — constructions that soften claims without adding nuance

Essay scaffolding — structural language borrowed from academic writing

False transitions — connective phrases that don't actually connect anything

The List

Verbs That Signal AI

AI phrase	What to write instead
delve into	look at, examine, explore
leverage	use
utilize	use
facilitate	help, enable, allow
enhance	improve, strengthen, boost
underscore	show, highlight, prove
elucidate	explain, clarify
endeavor	try
ascertain	find out, confirm, check
commence	start, begin
demonstrate	show
navigate	handle, work through, deal with
embark on	start, begin
foster	build, encourage, grow

Why these are tells: AI defaults to Latinate vocabulary even in casual contexts. A human telling a friend about a project says "I'm trying to figure out the pricing." An AI says "I am endeavoring to ascertain the optimal pricing strategy."

Openers That Flag AI Content

These are the first few words of a sentence or paragraph — the most diagnostic position.

AI opener	Problem	Fix
In today's fast-paced world...	Filler. Adds nothing.	Cut it. Start with the actual point.
In today's digital landscape...	Same problem.	Cut it.
It is important to note that...	Implies everything else isn't important.	Just state the thing.
It is worth noting that...	Padding.	Just state the thing.
It goes without saying...	If it goes without saying, don't say it.	Cut the phrase, keep the content if needed.
It should be noted that...	Bureaucratic hedge.	Delete it and write the sentence.
Needless to say...	If needless, don't.	Cut entirely.
In conclusion, it is clear that...	Signals you're closing. Show don't tell.	State your actual conclusion.
This article will explore...	Meta-commentary.	Start exploring.
In this piece, we will delve into...	Double offender.	Start with the content.

Filler Adjectives and Adverbs

AI routinely pads nouns and verbs with modifiers that carry no real information.

AI word	The problem	Fix
innovative	Means nothing without evidence.	Describe what's actually new.
comprehensive	Every AI list is "comprehensive."	Describe the scope specifically.
robust	Vague strength claim.	Specify what makes it strong.
dynamic	Overused to the point of meaninglessness.	Say what actually changes.
cutting-edge	Marketing language.	Name the specific advancement.
seamless	Usually isn't.	Say what friction it removes.
valuable	All content claims to be valuable.	Show the value instead.
insightful	Self-congratulatory.	Cut it.
actionable	Every "actionable" list has the same five steps.	Make the actions specific.
pivotal	Rarely pivotal.	Say why it matters.
paramount	Overblown importance signal.	Use "critical" or just say why it matters.
multifaceted	Usually means "complicated."	Describe the facets.

Transition Phrases That Don't Transition

Real transitions show a logical relationship between ideas. AI transitions often just mark that a new sentence is coming.

AI phrase	Problem	Fix
Furthermore, ...	Academic scaffolding.	Cut it and connect the ideas directly.
Moreover, ...	Same problem.	Cut or use "also."
Additionally, ...	Often used when the ideas aren't actually additional — they're the same idea repeated.	Cut or restructure.
In addition to the above, ...	Verbose.	"Also" or restructure.
Consequently, ...	Sounds formal when a simple "so" would do.	Use "so" or restructure.
Thus, ...	Same issue.	"So" or "this means."
Therefore, ...	Fine in formal writing. Odd in a blog post.	"So" or "this means."
Henceforth, ...	This one is almost parodic.	Delete.
As previously mentioned, ...	If you already said it, don't repeat it.	Cut the phrase and the repetition.

Hedge Phrases That Avoid Commitment

AI text is often evasive — it qualifies everything rather than taking a position.

AI phrase	Problem	Fix
It is generally accepted that...	Vague appeal to consensus.	Name the consensus or just make the claim.
Some may argue that...	Imaginary counterargument.	Either make the counterargument real or cut it.
While there are many perspectives on this topic...	Stalling.	Pick one and argue it.
It is difficult to overstate...	Usually overstated anyway.	Say exactly how significant it is.
The importance of X cannot be understated.	Technically means importance is infinite.	Say why it matters.
In many ways, ...	Hedging word that adds nothing.	Cut it.
To a certain extent, ...	Vague qualifier.	Specify the extent or cut it.
In some cases, ...	When is true, when isn't?	Say which cases.

AI "Essay Structure" Phrases

These come from academic writing conventions that AI absorbed and now applies everywhere — including places where they don't belong.

AI phrase	Context where it appears	Fix
The purpose of this article is to...	Introduction	Cut it. Start with the actual content.
Throughout this article, we will...	Introduction	Same.
As we have seen, ...	Conclusion	Just state the conclusion.
In summary, ...	Before a summary that copies the intro	Cut the phrase; restate with new framing.
To summarize the above points, ...	Same	Cut it.
Having explored X, we can now turn to Y...	Section transitions	Cut and just start the next section.
With this in mind, let us now consider...	Section transitions	Same.

The "Delve" Family

A special mention for words that appear at statistically anomalous rates in AI text — enough that some AI detectors weight them heavily.

High-frequency AI words (use sparingly or not at all):

delve / delve into

realm (especially "in the realm of")

tapestry (almost never appears in human writing outside of literal fabric discussion)

nuanced (especially "a nuanced understanding")

multifaceted

paradigm (especially "paradigm shift")

synergy / synergistic

holistic

proactive

overarching

foundational

intrinsic

pave the way

game-changer

unlock (especially "unlock your potential" / "unlock new possibilities")

How to Use This List

If you're editing AI output: Paste the text, then Ctrl+F for the phrases above. Each hit is a candidate for deletion or rewrite. The goal isn't to replace every AI word with its synonym — it's to ask whether the sentence would be stronger without the phrase entirely.

If you're writing alongside AI: Use this as a post-draft checklist. Run through the openers, the transitions, and the hedge phrases section. AI writing habits can bleed into your own editing.

The underlying principle: Most of these phrases add length without adding meaning. The real fix is usually not substitution — it's deletion. "In today's fast-paced digital landscape, it is important to leverage innovative solutions" becomes "Use better tools." The sentence is 85% shorter and says the same thing.

Quick Reference: 30 Words to Ctrl+F

When you only have two minutes, search for these:

delve · leverage · utilize · foster · underscore · elucidate · paramount · multifaceted · seamless · robust · innovative · cutting-edge · holistic · synergy · paradigm · tapestry · realm · nuanced · actionable · comprehensive · furthermore · moreover · additionally · consequently · henceforth · overarching · foundational · intrinsic · pave the way · game-changer

If your document has more than a handful of hits across 1,000 words, it reads as AI-generated regardless of who actually wrote it.

Use HumanFlow to clean AI-generated text automatically — it catches these patterns and rewrites them without changing your meaning.