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Content Design

Slop Cop

Detect AI-generated writing patterns in your documents to ensure authentic, human-quality prose before publishing.

What it does

Slop Cop identifies AI-generated text patterns in your documents by analyzing vocabulary, sentence structure, and organizational patterns. It compares your writing against linguistic signatures found in outputs from ChatGPT, Claude, Gemini, and other AI models, helping you maintain authentic human voice in your work.

How it works

The tool operates through three analysis layers:

  • Vocabulary analysis: Flags words and phrases AI models overuse
  • Structure patterns: Identifies sentence arrangements typical of machine generation
  • Model fingerprinting: Recognizes writing styles specific to known AI providers

After scanning your document, Slop Cop generates a human authenticity score and highlights problematic sections with explanations of why they triggered detection.

Use cases

Designers and content creators use Slop Cop to audit documentation, UX copy, research findings, and design briefs. It’s particularly valuable for maintaining authentic voice in customer-facing content, design systems documentation, and thought leadership pieces where authenticity matters.

Who benefits

Content designers ensuring UX microcopy maintains brand voice, UX researchers writing findings and synthesis documents, and design leaders reviewing team documentation all benefit from detecting unintended AI patterns in their work.

Frequently asked questions

How do I install Slop Cop?
Visit the GitHub releases page, download slop-cop-setup.exe, double-click to run the installer, and follow the on-screen prompts. You'll need Windows 10 or 11, at least 4GB RAM, 200MB storage, and internet for initial pattern updates.
What file types does Slop Cop analyze?
Slop Cop accepts text files and common document formats. Use the Browse button in the application to select your document, then click Scan to begin analysis.
Does Slop Cop send my documents to a server?
No. All analysis happens locally on your computer. Your documents never leave your hard drive, ensuring complete privacy for sensitive drafts and confidential work.
What does a high human score mean?
A high human score indicates your text contains complex sentence structures, varied vocabulary, and natural variation. A low score suggests rigid, repetitive patterns common in AI-generated content.
How should I use Slop Cop results to improve my writing?
Review flagged sections and rewrite them using active voice, varied sentence length, and personal anecdotes. Avoid excessive transition words like 'furthermore' that AI overuses. Focus on expressing your authentic perspective.
Can I run Slop Cop without internet?
Yes. After initial installation, all detection patterns are stored locally. You can run the tool offline without issues.
What should I do if Slop Cop won't open?
Ensure Windows is fully updated and the document you're scanning isn't open in another program. Close other browser tabs and heavy applications to improve performance. Restart your computer if issues persist.
What are 'tells' in my Slop Cop results?
Tells are specific phrases or sentence-linking patterns frequently found in AI model outputs. Multiple tells in one paragraph indicate that section needs rewriting to reflect your authentic voice.

Glossary

Model fingerprinting
The process of identifying which AI system (ChatGPT, Claude, Gemini, etc.) generated text based on its unique writing style patterns and vocabulary preferences.
Vocabulary analysis
Examination of word choice and phrase patterns to detect overused terms and expressions common in AI-generated content.
Structure patterns
Recurring sentence arrangements, paragraph organization, and logical flow typical of machine-generated text that differs from natural human writing.
Human authenticity score
A percentage rating indicating how naturally human-written your text appears, based on linguistic complexity and variation analysis.
Tells
Specific phrases, sentence patterns, or transition words that frequently appear in AI-generated content and signal machine authorship.

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