This page lists writing patterns that readers often associate with generic or model-assisted prose. A match is a prompt to review a sentence. It does not identify an author, prove that a model wrote the text, or produce a score.
Use the list as an editing aid. A phrase may be correct in context. Keep facts, names, numbers, and your voice. Replace a pattern only when the new wording says what you mean.
The catalog powers Anti-Slop and the enhancer's browser checks. It preserves formatting review for placeholders, leaked citation tokens, pasted spaces, and invisible characters. Emoji, modifiers, Japanese U+3000 spaces, and meaningful multilingual joiners remain intact.
Before and after
| Before | After |
|---|---|
| We are thrilled to announce a transformative update that unlocks the full potential of our platform. The weekly report takes 40 minutes and the update cuts it to 6. | The update adds bulk export. It cuts the weekly report from 40 minutes to 6. |
| Our robust workflow empowers teams to move forward. It exports Jira issues as CSV, and the team uses it every Friday. | The workflow exports Jira issues as CSV. The team uses it every Friday. |
The examples keep the same facts while removing general praise. A generic replacement is not always correct.
Content artifacts
| Pattern | Why review it | Possible next step |
|---|---|---|
| /\[(?:your name|insert [a-z ]{2,20}|company|date|todo|xx|placeholder|name|email|url|link)\]/gi | Formatting or template residue that deserves a manual check; it does not prove who wrote the text. | Review the sentence and add evidence; no automatic change. |
| /(?:cite|video|image)turn\d+\w*|oai_citation|contentReference|【\d+†[^】]*】/g | Formatting or template residue that deserves a manual check; it does not prove who wrote the text. | Review the sentence and add evidence; no automatic change. |
| /https?://[^\s<>"'`()\[\]]+/gi | This URL action removes only a recognized chat utm_source parameter. It preserves other URL text and does not show who wrote the text. | Remove only recognized chat utm_source parameters; preserve every other query token, encoding, fragment, wrapper, and punctuation. |
| /[\u200B\u200E\u200F\u2060-\u2064\uFEFF\u00AD\u180E\u034F\u061C\u202A-\u202E\u2066-\u2069\u2028\u2029]/g | Formatting or template residue that deserves a manual check; it does not prove who wrote the text. | Review the sentence and add evidence; no automatic change. |
| /\u200D/g | Formatting or template residue that deserves a manual check; it does not prove who wrote the text. | Review the sentence and add evidence; no automatic change. |
| /[A-Za-z\u0400-\u04FF\u0370-\u03FF]{2,}/gu | Formatting or template residue that deserves a manual check; it does not prove who wrote the text. | Review the sentence and add evidence; no automatic change. |
Pasted typography
| Pattern | Why review it | Possible next step |
|---|---|---|
| /[\u00A0\u202F\u2000-\u200A\u205F\u3000]/g | A pasted-space pattern that can affect search or layout; keep it when the writing system needs it. | Review the sentence and add evidence; no automatic change. |
Marketing templates
| Pattern | Why review it | Possible next step |
|---|---|---|
| unlock the full potential | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| navigate the complexities | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| a testament to the power of | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| stay ahead of the curve | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| turn challenges into opportunities | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| working smarter, not harder | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| drive meaningful impact | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| seamlessly integrate | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| something for everyone | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| more important than ever | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| the future is full of possibilities | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| reimagined | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| empowering teams to | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| revolutionizing the way | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| unlocks the full potential | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| unlocking the full potential | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| navigating the complexities | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| navigates the complexities | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| seamlessly integrates | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| seamlessly integrating | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| empowers teams to | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| empower teams to | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| revolutionizes the way | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| drives meaningful impact | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| staying ahead of the curve | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
| turns challenges into opportunities | A reusable promotional frame. Check whether a concrete claim would say more. | Review the sentence and add evidence; no automatic change. |
Sentence patterns
| Pattern | Why review it | Possible next step |
|---|---|---|
| /\b(?:experts? (?:agree|say)|studies show|research suggests|scientists believe|many (?:argue|believe)|critics (?:note|argue)|observers note|it is widely (?:regarded|believed)|some say)\b/gi | Phrases such as ‘experts agree’ and ‘studies show’ imply support without naming a source. Cite the source or state the observation without the attribution. | Review the sentence and add evidence; no automatic change. |
| /,\s+(?:highlighting|reflecting|symbolizing|emphasizing|underscoring|showcasing|signaling|demonstrating|illustrating|embodying|reinforcing|cultivating)\b/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
| /,\s+(?:raising questions about|sparking debate|prompting reflection|with broader implications|reshaping our understanding|paving the way for)/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
| /\bfrom [a-z]{3,15} to [a-z]{3,15}\b(?![^.]*\b(?:19|20)\d\d)/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
| /\bwhat (?:nobody|no one) tells you|the part everyone misses|what most people get wrong|here\'s what nobody/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
| /\b(?:is it perfect\?|will it scale\?|does (?:this|it) matter\?)\s*(?:no|yes|absolutely)\b/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
| /\b(?:may|might|could) (?:potentially|possibly|perhaps)\b|\bsomewhat (?:likely|effective|similar)\b.*\bin some cases\b/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
| /\b(?:every|always|never|everyone|nobody|no one) (?:single )?[a-z]{3,}/gi | A sentence shape that can weaken a claim when it replaces a source, fact, or clear subject. | Review the sentence and add evidence; no automatic change. |
Structural patterns
| Pattern | Why review it | Possible next step |
|---|---|---|
| /(?:\S\s*(?:—|–|\s--\s)\s*\S)/g | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /\b(?:isn\'t|aren\'t|doesn\'t|don\'t|wasn\'t|weren\'t|not)\s+(?:just|only|merely|simply|about)\s+[^.\n]{2,70}?[,;—–-]\s?(?:it\'s|it is|but|they\'re|they are|it\s+[a-z]{2,15}s\b)/gi | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /\bno [a-z]{3,12},\s*just [a-z]{3,12}\b/gi | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /\b(?:ever wondered|have you ever|what if i told you|did you know|ever wonder why)\b/gi | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /\b(?:in conclusion|in summary|to sum up|to wrap up|the key takeaway is|all in all)\b/gi | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /\b(?:if you want,? i can|let me know if you\'?d like|i can also help|if you\'?d like,? i)\b/gi | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /\b\w+, \w+,? and \w+\.(?=\s|$)/g | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /^\s*(?:---|\*\*\*|___)\s*$/gm | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
| /^\s*[-*]\s+\*\*[^*]{2,40}\*\*\s*:/gm | A structural habit worth reading aloud. One occurrence can be intentional. | Review the sentence and add evidence; no automatic change. |
Tell phrases
| Pattern | Why review it | Possible next step |
|---|---|---|
| thrilled to announce | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| excited to share | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| excited to announce | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| humbled and honored | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| in today's fast-paced world | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| in today's digital age | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| in the ever-evolving | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| in a world where | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| in an era of | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| more than ever before | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| let's dive in | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| let's delve into | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| let's explore | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| picture this | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| imagine a world where | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| the power of | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| it's important to note | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| it is important to note | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| it's worth noting | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| it bears mentioning | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| one thing to consider | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| a key consideration | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| it cannot be overstated | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| at the end of the day | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| take it to the next level | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| here's the kicker | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| here's the thing | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| but here's the thing | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| make no mistake | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| let's be honest | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| the truth is | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| in reality | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| at its core | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| fundamentally speaking | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| the real question is | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| the heart of the matter | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| let that sink in | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| read that again | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| this comprehensive guide | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| everything you need to know | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| whether you're a beginner | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| the future is bright | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| let's build it together | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| feel free to reach out | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| hope this helps | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| great question | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| as an ai language model | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
| as of my last knowledge update | A stock phrase that may be unnecessary in edited prose. Keep it when it carries your meaning. | Review the sentence and add evidence; no automatic change. |
Brochure register
| Pattern | Why review it | Possible next step |
|---|---|---|
| nestled | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| in the heart of | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| picturesque | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| charming | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| idyllic | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| quaint | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| breathtaking | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| must-visit | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| renowned | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| acclaimed | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| world-class | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| best-in-class | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| top-tier | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| premier | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| industry-leading | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| state-of-the-art | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
| simple yet | Praise without a stated observation. Replace it only when you can name the evidence. | Review the sentence and add evidence; no automatic change. |
Tell words
| Pattern | Why review it | Possible next step |
|---|---|---|
| delve | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| leverage | This business verb can hide the tool or action. Use it only when it names what was applied; plain ‘use’ is often clearer. | use |
| unlock | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| unleash | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| unveil | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| elevate | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| empower | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| foster | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| harness | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| streamline | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| supercharge | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| revolutionize | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| amplify | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| bolster | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| catalyze | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| cultivate | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| spearhead | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| underpin | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| underscore | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| illuminate | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| embark | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| enhance | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| showcase | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| transformative | This adjective claims large change without showing the before and after. State the result, or keep it when evidence supports it. | Review the sentence and add evidence; no automatic change. |
| game-changer | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| game changer | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| seamless | This adjective hides integration steps or failure modes. Name what connected and what users experienced. | Review the sentence and add evidence; no automatic change. |
| robust | This adjective claims reliability without the test or condition. Name the failure it prevents, or keep it when you can support it. | Review the sentence and add evidence; no automatic change. |
| cutting-edge | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| bleeding-edge | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| groundbreaking | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| pivotal | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| crucial | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| paramount | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| indispensable | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| meticulous | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| meticulously | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| holistic | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| multifaceted | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| nuanced | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| intricate | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| comprehensive | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| invaluable | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| unparalleled | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| unprecedented | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| profound | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| vibrant | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| boasts | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| innovative | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| tapestry | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| testament | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| landscape | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| realm | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| synergy | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| beacon | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| treasure trove | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| paradigm shift | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| key takeaways | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| valuable insights | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| cornerstone | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| backbone | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| ecosystem | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
| deep dive | A real word that can become vague or inflated in dense clusters. Review the surrounding claim. | Review the sentence and add evidence; no automatic change. |
Business jargon
| Pattern | Why review it | Possible next step |
|---|---|---|
| unpack | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| lean into | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| double down | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| take a step back | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| moving forward | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| circle back | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| on the same page | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| socialize | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| bandwidth | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| low-hanging fruit | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
| move the needle | Workplace shorthand. Keep it when the audience uses it and it names a precise action. | Review the sentence and add evidence; no automatic change. |
Transition crutches
| Pattern | Why review it | Possible next step |
|---|---|---|
| moreover | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| furthermore | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| additionally | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| consequently | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| hence | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| nevertheless | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| nonetheless | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| notably | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| ultimately | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| overall | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| in many ways | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| when it comes to | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| in terms of | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| on the other hand | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| generally speaking | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| to some extent | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| needless to say | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
| it goes without saying | A transition that may add little. Remove it only if the sentence still links clearly. | Review the sentence and add evidence; no automatic change. |
Hyphenated cliches
| Pattern | Why review it | Possible next step |
|---|---|---|
| mission-critical | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| battle-tested | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| out-of-the-box | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| enterprise-grade | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| best-of-breed | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| plug-and-play | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| purpose-built | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| turn-key | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| value-added | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| laser-focused | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| tried-and-true | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| ready-made | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| future-proof | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| results-driven | This adjective claims a focus on results without naming one. State the result and metric when you have them. | Review the sentence and add evidence; no automatic change. |
| customer-centric | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| next-generation | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
| end-to-end | A familiar compound adjective. Check whether the noun or result is more precise. | Review the sentence and add evidence; no automatic change. |
Filler grammar
| Pattern | Why review it | Possible next step |
|---|---|---|
| make a decision on | The noun ‘decision’ repeats the action in ‘make’. ‘Decide on’ keeps the same object and meaning in a complete sentence. | decide on |
| conduct an investigation | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| provide assistance to | The noun ‘assistance’ can become the direct verb ‘help’. Check that the following person or team is the same object. | help |
| a large number of | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| in close proximity to | This phrase adds ‘close’ and ‘proximity’ around the same location. ‘Near’ preserves the relationship without changing the place. | near |
| prior to the start of | This phrase repeats the idea of an earlier start. ‘Before’ preserves the time relationship when followed by the same event. | before |
| during the course of | ‘During’ already expresses the time span. Keep the same noun or event after the shorter preposition. | during |
| on a regular basis | This phrase can become the adverb ‘regularly’. Check that the sentence still describes repeated action, not a fixed schedule. | regularly |
| in spite of the fact that | This phrase introduces a contrast with extra nouns. ‘Although’ preserves that contrast when the following clause stays intact. | although |
| for all intents and purposes | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| the fact of the matter is | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| in a manner of speaking | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| as many of you already know | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| with regard to | A longer phrase that may hide a shorter verb. Preserve the meaning when editing. | Review the sentence and add evidence; no automatic change. |
| has the ability to | This phrase can state a capability with the modal verb ‘can’. Keep it when the sentence needs a different emphasis or tense. | can |
| in order to | ‘To’ already introduces the purpose clause. Keep the same subject and verb after the shorter form. | to |
Legitimate use
The team leveraged the existing API to migrate 18,000 records. can be clear when the action and result are real. Review the whole sentence before changing a matched word.
How to review a finding
- Read the full sentence and keep the factual claim.
- Replace praise with a named action, result, date, or number when you have one.
- Delete a phrase only when the sentence still says the same thing.
- Check formatting artifacts manually. Do not invent missing names, sources, or values.
Open-source references
The editorial list was informed by public projects. Their existence supports pattern discovery, not an authorship conclusion.
- blader/humanizer
- hardikpandya/stop-slop
- petergyang/no-ai-slop
- seyedehsanhadi/sloptrim
- berelevant-ai/slopless
- eric-tramel/slop-guard
- NulightJens/humanizer-stack
- ctkrug/tellsign
- distil-labs/distil-ai-slop-detector
- hexiecs/talk-normal
- Anbeeld/WRITING.md
Context guides
Some patterns depend on the document you are editing. See the related guides for each supported context.
- AI words to avoid in a cover letter
- AI phrases to avoid on a resume
- Cold email phrases that sound like AI
- LinkedIn post phrases that sound like ChatGPT
- Real estate listing words to avoid
- Customer support phrases that sound like AI
- Wedding speech phrases that sound like AI
- Grant proposal phrases that sound like AI
- Work email phrases that sound like ChatGPT
Want spans and conservative replacements in your draft?
Review a draft in Anti-Slop →