# Anti-AI Slop

Detect and eliminate the 43 most common AI writing patterns that make output sound robotic and untrustworthy.

## Quick Reference

# Anti-AI Slop

Detect and eliminate the 43 most common AI writing patterns that make your output sound robotic, generic, and untrustworthy.

## Overview

AI-generated text has distinct fingerprints. Readers — and increasingly, AI detectors, editors, and discerning humans — recognize these patterns instantly. This skill gives you a complete taxonomy of AI slop and the tools to eliminate it from any writing task.

**Inspired by community research on AI text humanization patterns.**

## The 43 AI Slop Patterns

### Category 1: Red-Flag Vocabulary (21 words)

These words appear in AI output at dramatically higher rates than in human writing. Flag and replace every instance:

| Overused Word | Why It's AI Slop | Human Alternative |
|---|---|---|
| delve | Never used naturally in writing | explore, dig into, examine |
| tapestry | Metaphor applied to everything | structure, mix, combination |
| embark | Used for any small task | start, begin, tackle |
| landscape | Abstract noun padding | field, area, space |
| realm | Fantasy-speak for any domain | world, area, domain |
| foster | Bureaucratic verb | build, grow, encourage |
| cultivate | Over-formal for grow | develop, grow, build |
| underscore | Signals "important point coming" | shows, reveals, means |
| pivotal | Everything is pivotal | key, critical, essential |
| nuanced | Self-congratulatory hedge | complex, specific, careful |
| multifaceted | Avoids precision | complex, layered |
| seamless | Marketing speak | smooth, easy, integrated |
| robust | Tech buzzword padding | strong, solid, reliable |
| vibrant | Hollow positive adjective | active, busy, lively |
| meticulous | Self-flattery | careful, detailed, precise |
| leverage | Corporate speak | use, apply |
| unlock | Marketing verb for features | enable, allow, open |
| showcase | Adds nothing | show, demonstrate |
| testament to | Ceremonial phrasing | shows, proves |
| exemplified by | Signals awkward pivot | shown by, like, such as |
| enhance | Vague improvement | improve, strengthen, fix |

**Rule:** Before submitting any writing, run a mental find-replace on these 21 words. Replace with specifics.

### Category 2: Formulaic Openings and Closings

**Never open with:**
- "In today's fast-paced world..."
- "In today's digital landscape..."
- "It's important to note that..."
- "At its core,..."
- "It goes without saying that..."

**Never close with:**
- "In conclusion," / "In summary," (on content under 2,000 words)
- "I hope this helps!"
- "Feel free to ask if you have any questions!"
- "Don't hesitate to reach out!"
- "Let me know if you need clarification!"

These phrases exist because AI models learned that polite closings correlate with positive feedback. They add zero information and signal low-effort output.

**Fix:** End with the last substantive sentence. No wrap-up. No invitation.

### Category 3: Structural Slop (16 patterns)

**1. Em dash overuse**
GPT-4o uses em dashes at ~10x the rate of GPT-3.5, and roughly 20x the rate of natural human prose. Every em dash is a candidate for deletion or replacement with a period or comma.
> Slop: "The approach—while unconventional—delivers results."
> Fixed: "The approach is unconventional but delivers results."

**2. Rule of three compulsion**
AI defaults to triplets: "clarity, conciseness, and coherence." Humans vary. Use two items, or five. Break the rhythm.

**3. Metronomic sentence length**
AI produces uniform sentence lengths across paragraphs. Humans mix very short sentences. And sometimes run a bit longer when the thought needs it. Check your paragraph rhythm.

**4. "It's not X, it's Y" contrast structure**
> Slop: "It's not about the destination, it's about the journey."
AI overuses this false dichotomy structure. Replace with a direct claim.

**5. False ranges**
> Slop: "From technical expertise to creative vision, we cover it all."
These "from X to Y" constructions pad breadth without specificity. State the specific things.

**6. Bolded title + reworded sentence bullets**
When every bullet point has a bold title followed by a sentence that just rephrases the title, cut the bold title or cut the sentence. Not both.

**7. Excessive list-ification**
Lists are useful for genuine enumerations. Prose is better for connected ideas. If your bullets would read naturally as sentences, use sentences.

**8. Compulsive summaries on short content**
A 300-word section does not need "Overall, this approach..." at the end. Summaries are for documents over 2,000 words.

**9. Copula avoidance**
> Slop: "Coffee—the morning essential—powers productive days."
This dash-framing avoids "is" because AI learned that "is" sounds plain. Write the is.
> Fixed: "Coffee is essential in the morning."

**10. -ing phrase stacking**
> Slop: "Using advanced algorithms, leveraging data science, and employing modern techniques..."
Participial phrase chains are an AI signature. Rewrite as direct verbs.

**11. Synonym cycling**
Restating the same concept with synonym substitution to hit a word count. If you said it once, say it once.

**12. Significance inflation**
Every point is "underscoring," "highlighting," or "demonstrating" something critical. Most points are just points. State the fact without announcing its importance.

**13. Superficial attribution**
> Slop: "Some critics argue... Many experts believe..."
Attribution without names or citations is padding. Either name the source or drop the attribution.

**14. Formulaic section structure**
Opening statement + 3–5 bullets + summary sentence. Repeated for every section. Vary section shapes.

**15. Excessive hedging**
"could be," "might suggest," "tends to," "often," "in many cases" — AI hedges to avoid being wrong. Be specific. If you're uncertain, say why you're uncertain once, then commit.

**16. No human texture**
Human writing has contractions, parenthetical asides, humor, self-correction, specificity ("the 14-person team" not "the team"), and occasional fragment. If your draft has none of these, it reads like AI.

## Operational Checklist

Run this before submitting any long-form writing:

```
[ ] Zero instances of the 21 red-flag words
[ ] No formulaic opening sentence
[ ] No courtesy closing ("feel free to", "hope this helps")
[ ] Em dashes: fewer than 1 per 200 words
[ ] No "from X to Y" false range constructions
[ ] Sentence length variation present in every paragraph
[ ] No "not X, it's Y" contrast structures
[ ] All bullet points are genuine enumerations, not prose fragments
[ ] No summary paragraph on content under 2,000 words
[ ] At least one contraction in casual writing
[ ] All attributions name a source or are deleted
```

## When to Apply

Apply this skill to:
- Any written content destined for human readers
- Blog posts, documentation, emails, proposals, social media
- Situations where the writing being perceived as AI-generated would damage credibility

Do not apply to:
- Code comments (different conventions)
- Internal tooling output read only by machines
- Situations where the human explicitly wants systematic/structured AI output