Skip to main content
NEW · APP STORE Now on iOS · macOS · iPad Android & Windows soon GET IT
Prompts AI Writing Patterns Audit and Rewrite

agent writing skill risk: low

AI Writing Patterns Audit and Rewrite

Detects 21 categories of AI writing patterns in prose and rewrites flagged text using a 43-entry word/phrase replacement table, returning issues found, rewritten version, change su…

SKILL 1 file

SKILL.md
---
name: avoid-ai-writing
description: "Audit and rewrite content to remove 21 categories of AI writing patterns with a 43-entry replacement table"
---
# Avoid AI Writing — Audit & Rewrite

Detects and fixes AI writing patterns ("AI-isms") that make text sound machine-generated. Covers 21 pattern categories with a 43-entry word/phrase replacement table that maps each flagged term to a specific, plainer alternative.

## When to Use This Skill

- When asked to "remove AI-isms," "clean up AI writing," or "make this sound less like AI"
- After drafting content with AI and before publishing
- When editing any text that sounds like it was generated rather than written
- When auditing documentation, blog posts, marketing copy, or internal communications for AI tells

## What It Detects

**21 pattern categories:** formatting issues (em dashes, bold overuse, emoji headers, bullet-heavy sections), sentence structure problems (hedging, hollow intensifiers, rule of three), word/phrase replacements (43 entries like leverage→use, utilize→use, robust→reliable), template phrases, transition phrases, structural issues, significance inflation, copula avoidance, synonym cycling, vague attributions, filler phrases, generic conclusions, chatbot artifacts, notability name-dropping, superficial -ing analyses, promotional language, formulaic challenges, false ranges, inline-header lists, title case headings, and cutoff disclaimers.

## Example

**Prompt:**
```
Audit this for AI writing patterns:

"In today's rapidly evolving AI landscape, developers are embarking on a pivotal journey to leverage cutting-edge tools that streamline their workflows. Moreover, these robust solutions serve as a testament to the industry's commitment to fostering seamless experiences."
```

**Output:** The skill returns four sections:
1. **Issues found** — every AI-ism quoted (landscape, embarking, pivotal, leverage, cutting-edge, streamline, robust, serves as, testament to, fostering, seamless, Moreover, In today's rapidly evolving...)
2. **Rewritten version** — "Developers are starting to use newer AI tools to simplify their work. These tools are reliable, and they're making development less painful."
3. **What changed** — summary of edits
4. **Second-pass audit** — re-reads the rewrite to catch any surviving tells

## Limitations

- Does not detect AI-generated code, only prose
- Pattern matching is guideline-based, not absolute — some flagged words are fine in context
- The replacement table suggests alternatives but the best choice depends on context
- Cannot verify factual claims or find real citations to replace vague attributions

REQUIRED CONTEXT

  • text to audit

EXPECTED OUTPUT

Format
structured_report
Schema
markdown_sections · Issues found, Rewritten version, What changed, Second-pass audit
Constraints
  • return four sections: Issues found, Rewritten version, What changed, Second-pass audit
  • quote every detected AI-ism
  • provide a plainer rewritten version

SUCCESS CRITERIA

  • Detect all 21 AI-ism categories and 43 replacements
  • Return the four specified output sections
  • Rewrite to remove machine-like patterns

FAILURE MODES

  • May flag contextually valid words
  • Replacements are suggestions only
  • Cannot verify facts or citations

EXAMPLES

Includes one example of auditing a sample paragraph, listing issues, rewritten text, changes, and second-pass audit.

CAVEATS

Missing context
  • Full list of 21 pattern categories with detection rules
  • The 43 replacement mappings
Ambiguities
  • The 43-entry replacement table is referenced but not provided.
  • Does not specify exact output format or required headings for every response.

QUALITY

OVERALL
0.74
CLARITY
0.88
SPECIFICITY
0.62
REUSABILITY
0.82
COMPLETENESS
0.68

IMPROVEMENT SUGGESTIONS

  • Embed the actual 43-entry replacement table so the prompt is self-contained.
  • Add an explicit 'Output Format' section that mandates the four sections shown in the example.

USAGE

Copy the prompt above and paste it into your AI of choice — Claude, ChatGPT, Gemini, or anywhere else you're working. Replace any placeholder sections with your own context, then ask for the output.

MORE FOR AGENT