Your cleaned output will appear here
Paste text above and click Run — or try the demo
Examples
Long marketing paragraph with filler words to compress into concise prompt.
Use Squeeze to reduce token count without losing meaning
How to Token Compressor for Claude
How Token Compression Works
AI models process text as tokens — roughly 4 characters per token for English text. Claude charges per-token for both input and output. Our Token Squeeze mode reduces your input token count by removing filler words like 'basically', 'essentially', and 'very', contracting phrases such as 'do not' to 'don't' and 'in order to' to 'to', stripping parenthetical asides, and removing redundant transitions. The result is grammatically readable text that conveys the same meaning in fewer tokens.
Savings You Can Expect
For typical business documents, Token Squeeze reduces token count by 15 to 25 percent in standard mode and 25 to 40 percent in aggressive mode. A 10,000-token document compressed to 7,000 tokens saves you 30 percent on API costs per request. At Claude's pricing of $3 per million input tokens for Sonnet, processing 1,000 documents per day saves roughly $9 per day or $270 per month. The savings compound further when you factor in output tokens, which are typically 5x more expensive.
When to Use Aggressive Mode
Aggressive mode applies deeper compression: it removes filler phrases, contracts all possible word pairs, strips leading articles from sentences, and eliminates consecutive duplicate words. Use it for data processing pipelines where the AI needs to extract facts rather than appreciate prose style. Avoid it for creative writing prompts or situations where tone matters. Standard mode is safer for most use cases — it removes obvious waste without altering the reading experience.
Related Tools
Clean and structure prompts specifically for Google's Gemini 1.5 Pro.
Reduce Tokens for GPT-4Specific token reduction strategies for OpenAI's GPT-4o model.
Clean PDF Text for ChatGPTExtract and clean text from PDFs for ChatGPT. Remove line breaks, page numbers, and headers instantly.
Remove PII from TextFree tool to redact emails, phone numbers, SSNs, and API keys from text. Runs 100% in browser for privacy.