Clean Text for ChatGPT & AI
Remove markdown, emojis, and formatting noise. Normalize bullet points and estimate tokens. Get cleaner, more effective AI prompts.
Paste the text you want to clean for AI prompts...
~$0.000 per request (GPT-4)
Cleanup Options
Quick Presets
Ready to paste into ChatGPT, Claude, or any AI
Common Use Cases
📋 Clean Copied Text
• First point
→ Nested detail
Extra spaces
- First point
- Nested detail
Extra spaces
📝 Clean Code Comments
/* Complex **logic** here */
#### Important section
Complex logic here
Important section
Why Clean Text for AI?
Large Language Models (LLMs) like ChatGPT, Claude, and Copilot work best with clean, structured text. Formatting noise can confuse the AI, waste tokens, and reduce response quality.
What Gets Cleaned
❌ Removed by Default:
- • Markdown formatting (**, *, #, `)
- • Emojis and special characters
- • Extra whitespace and tabs
- • Inconsistent bullet points
- • Formatting artifacts
✅ What Stays:
- • Your actual content
- • Paragraph structure
- • Simple bullet points
- • Natural line breaks
- • Meaning and context
Token Estimation
This tool provides a rough estimate of tokens using a 4-characters-per-token approximation. Actual token counts vary by model:
- • GPT-4: ~$0.03 per 1K tokens (input)
- • GPT-3.5: ~$0.002 per 1K tokens (input)
- • Claude: ~$0.01-0.08 per 1K tokens
Best Practices
- Clean text before pasting into AI chat
- Remove unnecessary formatting that adds tokens
- Keep structure (bullets, paragraphs) for clarity
- Use presets for specific AI models
- Check token count to optimize prompts
Works With All AI Platforms
Frequently Asked Questions
Why should I clean text before sending to AI?
Removing formatting noise helps the AI focus on your actual content, saves tokens (= costs), and often produces better, more relevant responses.
How accurate is the token estimate?
The estimate uses ~4 characters per token, which is accurate within 10-20% for most English text. Different models tokenize slightly differently.
Will this work with any AI chatbot?
Yes! Clean text works better with all LLMs: ChatGPT, Claude, Copilot, Gemini, and others. The tool is model-agnostic.
What if I want to keep some formatting?
Use the "Minimal" preset or uncheck specific cleanup options. You have full control over what gets cleaned.