Stop paying for tokens
you don't need.
ziptoken compresses prompts and controls output length — reduce your total AI bill by up to 40%. One API call. Zero stack changes.
See the difference
Same meaning, fewer tokens. Your LLM won't notice — your wallet will.
I need you to act as an expert data analyst. Please carefully analyze the sales data and provide a comprehensive report with key trends, significant patterns, and actionable recommendations in a professional format suitable for a board presentation.
Analyze sales data. Report: key trends, patterns, actionable recommendations. Format: board-level.
See exactly what you save,
every single call
Every compression is tracked automatically — token counts, quality scores, and cost savings. Your personal command center, free forever.
No credit card required · 500K tokens free
Why us?
Users on Pro save an average of $340/month on LLM API costs
See it work on real prompts
Pick any industry, hit Run, watch your token count drop.
You are a helpful, harmless, and honest AI assistant with deep expertise in software engineering. I would like you to please carefully review a Python database function and provide a comprehensive analysis. The function builds SQL queries using direct string concatenation with user-supplied input values. Could you kindly identify any SQL injection vulnerabilities, security flaws, performance issues, or code quality problems you can find? Please make sure to be thorough and explain your reasoning clearly for each issue you identify. Also please suggest specific improvements with corrected code examples where appropriate.
Select a sample and click Compress →
Works in your terminal,
your IDE, your CLI.
Install once. Compress before every LLM call. Works with Claude Code, Cursor, any terminal workflow.
Your AI reads less. Replies less. Costs less.
Compress what goes in. Shorten what comes back. Both directions, one API.
Prompt compression
- Remove boilerplate
- Deduplicate context
- Strip noise
Output length control
- Inject conciseness rules
- Enforce format
- Set length limits
One endpoint.
Zero stack changes.
Add a single POST call before your LLM call. That's it. Works with any language, any framework, any LLM provider.
- Works with Claude, GPT-4, Gemini, Mistral, and any LLM
- Rule-based engine — deterministic, fast, no GPU required
- Quality score included in every response
- Batch endpoint for high-volume workloads
const response = await fetch(
'https://api.ziptoken.ai/v1/compress',
{
method: 'POST',
headers: {
Authorization: 'Bearer zk_your_api_key',
'Content-Type': 'application/json',
},
body: JSON.stringify({
text: 'Your very long prompt goes here...',
mode: 'balanced',
}),
}
)
const { compressed, saved_pct } = await response.json()
// → Pass `compressed` to Claude / GPT-4 / Gemini{ "compressed": "...", "original_tokens": 98,
"compressed_tokens": 53, "saved_pct": 46,
"quality_score": 4.8, "mode": "balanced" }Flexible billing · Cancel anytime · No hidden fees