AI words to avoid, and what to write instead

Chatbots lean on the same few dozen words and phrases. Any one of them is fine on its own. When they cluster, readers notice. Here's the list Naturable checks for, with a plainer option for each.

Updated October 2026 · 88 words and 28 phrases · 55 checked by the open Naturable rules (en-v1.1) · Download as CSV / JSON

Check a draft for AI words

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Great question! In today's digital landscape, experts believe this robust technology is not just a tool, it's a pivotal shift. In order to leverage it, teams could potentially rethink their work. The future looks bright. I hope this helps!

Open the full editor
64 / 100 Some AI patterns

Pattern score. It doesn't tell you whether a person or an AI wrote the text.

8 strong · 3 suggestions

  1. StrongVague source
    “experts believe”The attribution cannot be checked as written.Name the source, date, or remove the attribution. Learn more
  2. StrongGeneric conclusion
    “The future looks bright”The ending makes a broad claim without evidence or action.End with a specific result, limit, or next step. Learn more
  3. StrongNot-just / but frame
    “is not just a tool, it's”The 'not just X, it is Y' frame often sounds rehearsed.State the main claim directly without the fake contrast. Learn more
+8 more in the full editor →

The short version

The words below show up far more often in chatbot drafts than in everyday human writing. They tend to share three habits: they inflate (pivotal, groundbreaking), they abstract (landscape, realm, tapestry), or they promise an action without naming it (leverage, foster, delve). The fix is almost always the same: replace the word with the specific thing it stands for.

Each entry has its own link (try #delve or #tapestry), so you can share one word with a colleague or cite it in a style guide. Entries marked Checked by Naturable are flagged by the checker above, the full editor and the Chrome extension. Watch list entries aren't in the rules yet.

The 25 most common AI words

These words show up again and again in chatbot drafts. Each row links to its own section with an example.

WordWhy it reads as AIWrite instead
delveThe best-known chatbot tell.look at · dig into · cover · or just name the topic
tapestryA weaving metaphor for any mix of things.mix · range · name the parts
leverageSounds strategic but usually just means use.use · apply · build on
robustClaims strength without saying how.say what it survives (load, errors, edge cases)
seamlessEvery product claims it, so nobody believes it.describe the steps that disappear
pivotalInflates importance.key · deciding · or show the consequence
landscapeAn abstract stand-in for a real market or field.the market · the field · name it
realmA fantasy word for an ordinary area or field.area · field · topic
fosterA vague verb for cause and effect.build · encourage · say what changed
myriadA big-sounding word for many.many · dozens · give the number
plethoraAnother inflated word for many, often used where "some" would do.many · a lot of · give the number
showcaseMarketing gloss on show.show · present · include
harnessA power-plant metaphor for ordinary use.use · put to work · run
elevateMotivational verb with no mechanism.improve · raise · say the result
embarkA voyage word for starting something.start · begin · set out to
nestledReal-estate cliché for located.in · near · between
boastsTravel-brochure verb for has.has · offers · includes
testament"A testament to" announces proof without giving it.shows · proves · give the evidence
journeyTurns any process into a quest.process · path · the steps
game-changerClaims a change in the rules of the game.big improvement · say what changed
underscore the importanceAnnounces that something matters instead of showing why.show why · give the consequence
crucialAn intensifier that replaces the reason something matters.important · necessary · say why
comprehensivePromises completeness.full · complete · say what's covered
vibrantThe default chatbot adjective for cities, colors and communities.lively · bright · say what's there
FurthermoreA formal connector that chatbots use to start paragraph after paragraph.also · and · or nothing

Phrases: openers, closers, filler

Phrases give AI drafts away faster than single words do, because they sit where readers look first: the start and the end.

Openers

  • In today's digital landscapestart with your subject
  • In today's fast-paced worldstart with your subject
  • Let's dive indelete it
  • Without further adodelete it
  • Here's what you need to know:say the thing
  • At the end of the daydelete it, or say when
  • Everyone knows thatgive the source, or drop the claim

Assistant leftovers

  • Great question!delete it
  • I hope this helps!end on your last point
  • Let me break it downdelete it
  • Feel free to reach outgive one clear next step
  • As of my last updatecheck the fact, then state it
  • As an AI language modeldelete it

Closers

  • In conclusion,keep only the conclusion
  • The future looks brighta concrete next step
  • Only time will tellwhat you'll measure, and when
  • Unlock the full potentialwhat actually changes
  • Embark on a journeystart, begin, or say what happens

Filler and hedges

  • In order toto
  • Due to the fact thatbecause
  • It is important to note thatdelete it
  • It is worth noting thatdelete it
  • Could potentiallycould
  • May possiblymay
  • Plays a vital rolesay what it does
  • It is clear thatstate it and back it
  • Experts sayname the expert
  • Studies showname the study

The full list, by type

Verbs that promise more than they say

These verbs sound active but rarely name an action. Ask what actually happens, then write that.

delve

verb · rule en.lexicon.cliche Checked by Naturable

The best-known chatbot tell. It promises depth and then gives a summary. People rarely say it out loud.

BeforeLet's delve into the pricing changes for Q3.
AfterHere's what changes in Q3 pricing.

Try instead: look at · dig into · cover · or just name the topic

leverage

verb · rule en.lexicon.cliche Checked by Naturable

Sounds strategic but usually just means use. Readers in business settings skim past it.

BeforeWe leverage customer feedback to plan the roadmap.
AfterWe read every support ticket before planning the roadmap.

Try instead: use · apply · build on

harness

verb · rule en.lexicon.cliche Checked by Naturable

A power-plant metaphor for ordinary use. It adds drama, not information.

BeforeHarness the power of automation to save time.
AfterAutomate the weekly report and save two hours.

Try instead: use · put to work · run

foster

verb · rule en.lexicon.cliche Checked by Naturable

A vague verb for cause and effect. It hides who did what.

BeforeThe program aims to foster collaboration across teams.
AfterThe program pairs engineers and designers on one project each quarter.

Try instead: build · encourage · say what changed

embark

verb · rule en.lexicon.cliche Checked by Naturable

A voyage word for starting something. Usually followed by "on a journey".

BeforeToday we embark on a new chapter for the company.
AfterToday we start selling in Canada.

Try instead: start · begin · set out to

elevate

verb · rule en.lexicon.cliche Checked by Naturable

Motivational verb with no mechanism. Elevate how, and by how much?

BeforeThese tips will elevate your writing.
AfterThese tips will make your emails shorter and easier to answer.

Try instead: improve · raise · say the result

showcase

verb · rule en.lexicon.cliche Checked by Naturable

Marketing gloss on show. Common in chatbot product copy.

BeforeThe gallery will showcase work from local artists.
AfterThe gallery shows work by twelve local artists.

Try instead: show · present · include

underscore the importance

phrase · rule en.lexicon.cliche Checked by Naturable

Announces that something matters instead of showing why.

BeforeThis incident underscores the importance of backups.
AfterWe lost two days of data because the backup job had stopped in March.

Try instead: show why · give the consequence

verb Watch list

Turns every problem into terrain. "Navigate the complexities" is a common pairing.

BeforeWe help you navigate the complexities of tax season.
AfterWe file your return and answer the follow-up letters.

Try instead: handle · work through · deal with

unlock

verb Watch list

Implies a hidden prize behind a door. Usually followed by "potential".

BeforeUnlock new opportunities with our platform.
AfterFind buyers in three new regions with our platform.

Try instead: get · reach · make possible

streamline

verb Watch list

A real word, overused to mean "make better" without saying how.

BeforeWe streamlined the onboarding process.
AfterNew users now sign up in two steps instead of five.

Try instead: simplify · cut steps · say which steps

empower

verb Watch list

Grants power without saying what anyone can now do.

BeforeOur tool empowers teams to own their data.
AfterOur tool lets any team export its own data.

Try instead: let · help · give access to

bolster

verb Watch list

A formal intensifier for support or increase.

BeforeThe new hires will bolster our sales efforts.
AfterThe two new hires will cover the West Coast accounts.

Try instead: strengthen · add to · support

spearhead

verb Watch list

A military verb for leading a project. Reads as résumé filler.

BeforeShe spearheaded the migration project.
AfterShe led the migration to the new billing system.

Try instead: lead · run · start

revolutionize

verb Watch list

Claims a revolution. Most products change one workflow.

BeforeThis app will revolutionize how you take notes.
AfterThis app turns voice memos into searchable notes.

Try instead: change · replace · say what's different

optimize

verb Watch list

Correct in engineering, vague elsewhere. Optimize for what?

BeforeWe optimized the checkout experience.
AfterCheckout now loads in one second instead of four.

Try instead: speed up · cut · tune for

facilitate

verb Watch list

A bureaucratic way to say help or run.

BeforeThe tool facilitates communication between departments.
AfterThe tool gives each department one shared inbox.

Try instead: help · run · make easier

utilize

verb Watch list

A longer spelling of use. It adds syllables, not meaning.

BeforeStudents can utilize the library after hours.
AfterStudents can use the library after hours.

Try instead: use

resonate

verb Watch list

Claims an emotional effect without evidence.

BeforeThis message will resonate with our audience.
AfterTeachers in our survey picked this message first.

Try instead: matter to · appeal to · say who responded

illuminate

verb Watch list

A light metaphor for explain.

BeforeThis report illuminates the challenges facing nurses.
AfterThis report shows that nurses work 52 hours a week on average.

Try instead: explain · show · make clear

cultivate

verb Watch list

A gardening metaphor for build or grow.

BeforeWe cultivate a culture of learning.
AfterEvery engineer gets a $1,000 yearly training budget.

Try instead: build · grow · develop

unveil

verb Watch list

Theatrical word for announce or release.

BeforeWe're excited to unveil our new feature.
AfterOur new feature is live today.

Try instead: announce · release · show

transform

verb · rule en.hollow.generic_conclusion Checked by Naturable

Claims a total change. Usually one thing improved.

BeforeAI is transforming the way we work.
AfterOur support team now drafts replies with AI and edits them.

Try instead: change · improve · say what changed

boasts

verb · rule en.lexicon.cliche Checked by Naturable

Travel-brochure verb for has. Chatbots use it in every place description.

BeforeThe hotel boasts a rooftop pool.
AfterThe hotel has a rooftop pool.

Try instead: has · offers · includes

strive

verb Watch list

Effort without outcome. What did you achieve?

BeforeWe strive to deliver excellence.
AfterWe answer support emails within four hours.

Try instead: try · aim · say the result

ensure

verb Watch list

Fine in contracts. In copy it's a promise with no method.

BeforeOur process ensures quality at every step.
AfterTwo reviewers sign off on every release.

Try instead: make sure · check · say how

Nouns and metaphors that stand in for the real thing

Abstract nouns and big metaphors fill the space where a specific noun should go.

tapestry

noun · rule en.lexicon.cliche Checked by Naturable

A weaving metaphor for any mix of things. It hides what the parts are.

BeforeThe city is a rich tapestry of cultures.
AfterAbout 40% of the city's residents were born abroad.

Try instead: mix · range · name the parts

realm

noun · rule en.lexicon.cliche Checked by Naturable

A fantasy word for an ordinary area or field.

BeforeIn the realm of personal finance, budgeting comes first.
AfterIn personal finance, budgeting comes first.

Try instead: area · field · topic

landscape

noun · rule en.lexicon.cliche Checked by Naturable

An abstract stand-in for a real market or field.

BeforeThe competitive landscape is shifting fast.
AfterTwo new competitors launched cheaper plans this year.

Try instead: the market · the field · name it

journey

noun Watch list

Turns any process into a quest. Common in onboarding and wellness copy.

BeforeWe're here to support you on your fitness journey.
AfterWe'll send you a new workout plan every week.

Try instead: process · path · the steps

testament

noun Watch list

"A testament to" announces proof without giving it.

BeforeThe award is a testament to our team's hard work.
AfterThe team shipped 14 releases this year and won the award.

Try instead: shows · proves · give the evidence

beacon

noun Watch list

A lighthouse metaphor for an example or leader.

BeforeThe school is a beacon of excellence.
AfterThe school's graduation rate is 97%.

Try instead: example · leader · model

cornerstone

noun Watch list

A building metaphor for main part or basis.

BeforeTrust is the cornerstone of our business.
AfterWe refund any order, no questions asked.

Try instead: basis · main part · core

synergy

noun Watch list

The classic buzzword for things working together.

BeforeThe merger creates synergy between the two brands.
AfterAfter the merger, both brands share one delivery network.

Try instead: working together · combined effect · say the result

paradigm

noun Watch list

Academic word for model or approach, inflated in everyday copy.

BeforeThis is a new paradigm for remote work.
AfterThis is a new way to run remote meetings.

Try instead: model · approach · way of working

ecosystem

noun Watch list

A biology metaphor for a group of products or companies.

BeforeOur ecosystem of integrations keeps growing.
AfterWe now connect to 120 other apps.

Try instead: set of tools · network · the products

interplay

noun Watch list

Suggests a subtle relationship without describing it.

BeforeThe interplay between sleep and mood is complex.
AfterPoor sleep makes bad moods more likely, and the reverse is also true.

Try instead: how X affects Y · the link between

myriad

noun / adj. · rule en.lexicon.cliche Checked by Naturable

A big-sounding word for many.

BeforeThere are a myriad of options to choose from.
AfterThere are about 30 options to choose from.

Try instead: many · dozens · give the number

plethora

noun · rule en.lexicon.cliche Checked by Naturable

Another inflated word for many, often used where "some" would do.

BeforeThe app offers a plethora of features.
AfterThe app has 12 features; you'll use about three.

Try instead: many · a lot of · give the number

symphony

noun Watch list

A music metaphor for things working together.

BeforeThe dish is a symphony of flavors.
AfterThe dish is sweet, sour and a little smoky.

Try instead: mix · combination · name the parts

labyrinth

noun Watch list

A maze metaphor for anything complicated.

BeforeNavigating the labyrinth of regulations is hard.
AfterThere are four agencies to file with, and each wants different forms.

Try instead: maze · tangle · say what's confusing

treasure trove

noun Watch list

A pirate metaphor for a useful collection.

BeforeThe archive is a treasure trove of information.
AfterThe archive holds 30 years of city council minutes.

Try instead: collection · archive · a lot of

game-changer

noun · rule en.lexicon.journey_unlock Checked by Naturable

Claims a change in the rules of the game. Rarely true.

BeforeThis feature is a game-changer for small teams.
AfterThis feature lets a team of three handle 200 tickets a day.

Try instead: big improvement · say what changed

insights

noun Watch list

A vague plural that could mean data, findings or opinions.

BeforeThe dashboard provides valuable insights.
AfterThe dashboard shows which pages lose visitors.

Try instead: findings · data · what we learned

intricacies

noun Watch list

Hints at complexity and then skips it.

BeforeWe explore the intricacies of contract law.
AfterWe explain how termination clauses work.

Try instead: details · how it works · the hard parts

multitude

noun Watch list

A crowd word for many.

BeforeA multitude of factors affect pricing.
AfterThree things set the price: fuel, labor and demand.

Try instead: many · lots of · give the number

nuance

noun Watch list

Signals subtlety without supplying any.

BeforeThere is a lot of nuance to this issue.
AfterThe rule has two exceptions: veterans and full-time students.

Try instead: detail · exception · say the exception

the power of

phrase Watch list

Turns a tool into a force. "Harness the power of" is a common pairing.

BeforeDiscover the power of data-driven decisions.
AfterDecide using last month's sales numbers, not guesses.

Try instead: drop it · say what the tool does

key takeaways

phrase Watch list

A slide-deck heading pasted into prose.

BeforeHere are the key takeaways from the meeting.
AfterWe agreed on two things: ship Friday and hire one designer.

Try instead: what to remember · summary · or just list them

stakeholders

noun Watch list

A catch-all for people who care. Who exactly?

BeforeWe will update all stakeholders next week.
AfterWe will email customers and staff next week.

Try instead: customers · staff · investors · name them

Adjectives that claim quality without showing it

Every product is robust and seamless in chatbot copy. Replace the adjective with the fact that would make a reader believe it.

robust

adj. · rule en.lexicon.cliche Checked by Naturable

Claims strength without saying how. Right for statisticians, vague in product copy.

BeforeWe built a robust platform for growing teams.
AfterThe platform handled 2 million requests on launch day without downtime.

Try instead: say what it survives (load, errors, edge cases)

seamless

adj. · rule en.lexicon.cliche Checked by Naturable

Every product claims it, so nobody believes it.

BeforeEnjoy a seamless checkout experience.
AfterCheck out in one tap with a saved card.

Try instead: describe the steps that disappear

pivotal

adj. · rule en.lexicon.cliche Checked by Naturable

Inflates importance.

BeforeThis was a pivotal moment for the company.
AfterAfter this deal, revenue doubled within a year.

Try instead: key · deciding · or show the consequence

crucial

adj. Watch list

An intensifier that replaces the reason something matters.

BeforeIt is crucial to back up your files.
AfterBack up your files; a dead drive can't be repaired.

Try instead: important · necessary · say why

vital

adj. · rule en.lexicon.play_role Checked by Naturable

Same job as crucial. Often in "plays a vital role".

BeforeExercise plays a vital role in heart health.
AfterRegular exercise lowers blood pressure.

Try instead: needed · important · say why

comprehensive

adj. Watch list

Promises completeness. Readers assume it isn't.

BeforeRead our comprehensive guide to email marketing.
AfterRead our guide to email marketing: lists, subject lines and timing.

Try instead: full · complete · say what's covered

cutting-edge

adj. Watch list

Claims newness with a cliché.

BeforeWe use cutting-edge technology.
AfterWe use the same chips as this year's phones.

Try instead: new · latest · name the technology

innovative

adj. Watch list

Self-applied, it means little. Let the reader decide.

BeforeOur innovative approach saves you time.
AfterWe schedule your posts based on when your followers are online.

Try instead: new · first · say what's new

dynamic

adj. Watch list

A filler adjective for anything that changes or moves.

BeforeJoin our dynamic team.
AfterJoin a team of nine that ships every week.

Try instead: changing · fast · active · or drop it

transformative

adj. Watch list

Claims a big change without describing it.

BeforeThe training had a transformative impact on staff.
AfterAfter the training, staff closed 30% more tickets.

Try instead: say what changed, and how much

meticulous

adj. Watch list

Claims care instead of describing the process.

BeforeEvery product undergoes meticulous testing.
AfterWe test every product for 48 hours before it ships.

Try instead: careful · say what you check

intricate

adj. Watch list

Claims complexity, then moves on.

BeforeThe watch has an intricate design.
AfterThe watch has 212 hand-finished parts.

Try instead: detailed · complex · show one detail

vibrant

adj. Watch list

The default chatbot adjective for cities, colors and communities.

BeforeExplore the vibrant streets of Lisbon.
AfterLisbon's old town has tiled facades and steep tram lines.

Try instead: lively · bright · say what's there

bustling

adj. Watch list

Always paired with markets and cities in AI travel copy.

BeforeWander through the bustling markets.
AfterThe market gets crowded by 9 a.m.

Try instead: busy · crowded

nestled

adj. · rule en.lexicon.cliche Checked by Naturable

Real-estate cliché for located.

BeforeThe cabin is nestled in the hills.
AfterThe cabin is in the hills, 20 minutes from town.

Try instead: in · near · between

holistic

adj. Watch list

Means "looks at the whole thing" but rarely says which parts.

BeforeWe take a holistic approach to wellness.
AfterWe look at sleep, diet and stress together.

Try instead: whole · complete · name the parts

groundbreaking

adj. Watch list

A claim reserved for actual breakthroughs, used for everything.

BeforeThis groundbreaking study changes everything.
AfterThis study is the first to follow patients for ten years.

Try instead: new · first · say what's new

unparalleled

adj. Watch list

An unprovable superlative.

BeforeWe offer unparalleled customer service.
AfterWe answer the phone in under a minute, every day.

Try instead: best · or show the comparison

ever-evolving

adj. Watch list

Usually attached to a landscape. Everything changes.

BeforeIn this ever-evolving industry, you need to adapt.
AfterPrices in this industry changed three times this year.

Try instead: changing · or say what changed

invaluable

adj. Watch list

Claims huge value without a number.

BeforeHer feedback was invaluable.
AfterHer feedback caught two bugs before launch.

Try instead: useful · say what it saved

profound

adj. Watch list

Inflates an effect or idea.

BeforeThe policy had a profound impact.
AfterThe policy cut wait times by half.

Try instead: deep · large · show the effect

compelling

adj. Watch list

Tells the reader they're convinced.

BeforeThe data makes a compelling case.
AfterThe data shows sales rose in every store that tried it.

Try instead: strong · persuasive · give the reason

captivating

adj. Watch list

Tells the reader they're interested.

BeforeThe book offers a captivating story.
AfterThe book follows a nurse through one night in an ER.

Try instead: interesting · say what happens

versatile

adj. Watch list

Means "does several things" — then list them.

BeforeThis versatile tool suits every project.
AfterThe tool cuts wood, metal and tile.

Try instead: flexible · name the uses

paramount

adj. Watch list

A formal superlative for important.

BeforeSafety is paramount.
AfterSafety comes first: we stop the line if anyone reports a hazard.

Try instead: most important · first

unwavering

adj. Watch list

A ceremonial adjective for commitment or support.

BeforeWe have an unwavering commitment to quality.
AfterWe have recalled two products in ten years and refunded every buyer.

Try instead: steady · constant · show it

remarkable

adj. Watch list

Tells the reader to be impressed.

BeforeThe results were remarkable.
AfterError rates fell from 8% to 1%.

Try instead: notable · surprising · show why

enhanced

adj. Watch list

Product-update filler for better.

BeforeEnjoy enhanced performance.
AfterPages load twice as fast.

Try instead: better · faster · say how much

Transitions and adverbs that pad every sentence

Formal transitions are fine in an essay. At the start of every paragraph, they make a draft read like an outline.

Furthermore

transition · rule en.lexicon.transition_stack Checked by Naturable

A formal connector that chatbots use to start paragraph after paragraph.

BeforeFurthermore, the plan saves money.
AfterThe plan also saves money.

Try instead: also · and · or nothing

Moreover

transition · rule en.lexicon.transition_stack Checked by Naturable

Same job as furthermore, even more formal.

BeforeMoreover, it is easy to set up.
AfterIt's also easy to set up.

Try instead: also · and · besides

Additionally

transition · rule en.lexicon.transition_stack Checked by Naturable

Adds a point without saying how it relates to the last one.

BeforeAdditionally, users can export data.
AfterUsers can also export their data.

Try instead: also · and · or start with the point

Consequently

transition · rule en.lexicon.transition_stack Checked by Naturable

Fine for real cause and effect; often used for plain sequence.

BeforeConsequently, sales went up.
AfterSo sales went up.

Try instead: so · as a result

Therefore

transition · rule en.lexicon.transition_stack Checked by Naturable

Logic word that sometimes appears without any logic before it.

BeforeTherefore, we recommend the premium plan.
AfterThat's why we recommend the premium plan.

Try instead: so · that's why

seamlessly

adverb · rule en.lexicon.cliche Checked by Naturable

The adverb form of seamless, with the same problem.

BeforeThe app integrates seamlessly with your calendar.
AfterThe app adds bookings to your calendar automatically.

Try instead: say what the user doesn't have to do

notably

adverb Watch list

Points at importance instead of explaining it.

BeforeNotably, the report found a gap in training.
AfterThe report found that half the staff had no safety training.

Try instead: drop it · or say why it matters

ultimately

adverb Watch list

A sentence opener that signals a conclusion is coming.

BeforeUltimately, the choice is yours.
AfterYou choose.

Try instead: in the end · or drop it

essentially

adverb Watch list

Softens a claim and adds length.

BeforeEssentially, the tool saves you time.
AfterThe tool saves you about an hour a week.

Try instead: drop it

arguably

adverb Watch list

Hedges a claim instead of supporting it.

BeforeThis is arguably the best phone of the year.
AfterThis phone has the best battery life we tested this year.

Try instead: drop it · or give the argument

Phrase examples, before and after

Openers

The first line should start on your subject. These start on the state of the world.

PhraseBeforeAfter
In today's digital landscapeIn today's digital landscape, small shops need a website.Small shops get a third of their orders online.
In today's fast-paced worldIn today's fast-paced world, time is precious.Most of our readers have ten minutes for lunch.
Let's dive inReady to get started? Let's dive in.Here are the five steps.
Without further adoWithout further ado, here are the results.Here are the results.
Here's what you need to know:Here's what you need to know: the deadline moved.The deadline moved to May 3.
At the end of the dayAt the end of the day, customers want value.Customers pick the cheaper plan four times out of five.
Everyone knows thatEveryone knows that breakfast matters.In our survey, people who ate breakfast reported more energy.

Assistant leftovers

Lines that only make sense in a chat window. They give a pasted draft away instantly.

PhraseBeforeAfter
Great question!Great question! The office opens at 9.The office opens at 9.
I hope this helps!Bring a photo ID. I hope this helps!Bring a photo ID.
Let me break it downLet me break it down for you: there are two fees.There are two fees.
Feel free to reach outFeel free to reach out with any questions.Reply to this email if the invoice looks wrong.
As of my last updateAs of my last update, the museum is closed on Mondays.The museum is closed on Mondays (checked May 2026).
As an AI language modelAs an AI language model, I recommend checking the law.Check your state's tenant law before you sign.

Closers

Endings that could close any article. End on a result, a limit or a next step.

PhraseBeforeAfter
In conclusion,In conclusion, the trial worked.The trial cut costs by 12%.
The future looks brightWith these changes, the future looks bright.Next quarter we'll roll this out to three more stores.
Only time will tellWhether it works, only time will tell.We'll know by June, when the first renewals come in.
Unlock the full potentialThis course helps you unlock the full potential of your team.This course teaches managers to run shorter meetings.
Embark on a journeyEmbark on a journey of self-discovery.Spend a week hiking alone in the Alps.

Filler and hedges

Phrases that add words without adding meaning. Most can be cut in one click.

PhraseBeforeAfter
In order toIn order to apply, fill out the form.To apply, fill out the form.
Due to the fact thatWe closed early due to the fact that it snowed.We closed early because it snowed.
It is important to note thatIt is important to note that the store closes at 6.The store closes at 6.
It is worth noting thatIt is worth noting that prices rose.Prices rose.
Could potentiallyThis could potentially save money.This could save money.
May possiblyThe train may possibly be late.The train may be late.
Plays a vital roleWater plays a vital role in the process.The process needs 40 liters of water per batch.
It is clear thatIt is clear that the policy failed.The policy missed all three of its targets.
Experts sayExperts say you should drink more water.The CDC recommends water instead of sugary drinks.
Studies showStudies show that naps improve focus.A 1995 NASA study found that a 26-minute nap improved pilots' alertness.

One word isn't the problem

"Robust" is the right word for a statistician. "Landscape" is fine in a photo caption. Naturable flags these words so you can look, not so you have to cut them. The signal is a cluster: three or four of them in a paragraph, usually next to a template opener and a vague source.

That's also why swapping words one for one doesn't fix a draft. "We leverage a robust, seamless platform" becomes "We use a strong, smooth platform", which is just as empty. The real fix is to say the fact the adjective was covering for: what the platform runs on, what it survived, how many steps it saves.

Avoid using this list to judge someone else's writing. People used these words long before chatbots did, and people who learned English from formal textbooks use some of them more often. For the wider set of patterns, and their limits, see Signs of AI writing.

A–Z index

Use this list anywhere

The full list is open data (CC BY 4.0). Download it, put it in your style guide, or check drafts as you type. Please credit "Naturable (naturable.app)" with a link.

Questions

Why does ChatGPT use "delve" so much?

Nobody outside the labs knows for sure. Common explanations point to the training data and to feedback from human raters during fine-tuning. Newer models use it less, but similar favorites take its place.

Is it wrong to use these words?

No. Every word here has a legitimate use: "robust" in statistics, "landscape" in a photo caption, "furthermore" in a legal brief. The list is a prompt to look again, not a ban.

If I remove these words, will my text pass an AI detector?

We don't make that claim, and this list isn't built for it. It's for making writing clearer and more like your own.

What's the difference between "Checked by Naturable" and "Watch list"?

Checked words are matched by the open rules (pack en-v1.1), so the checker, the editor and the Chrome extension flag them. Watch-list words are common in chatbot drafts but not in the rules yet, usually because they have too many legitimate uses to flag automatically.

Can I suggest a word?

Yes. Open an issue or pull request on the rules repository with a real before/after example and a note on where the word is legitimate.