Token Saving

Reduce token usage by compressing input content automatically.

How It Works

Request Arrives

{"name": "John", "age": 30}

14 input tokens

QuilrAI Compresses

name:John|age:30

8 input tokens

Sent to LLM

43% tokens saved

Same response quality ✓

QuilrAI

1. Request Arrives - Your app sends a normal API call
2. Gateway Compresses - Content is transformed to use fewer tokens
3. Forwarded to LLM - Optimized content sent - same accuracy, lower cost

Compression Methods

Smart JSON Compression - Up to 20% savings

Converts JSON objects in LLM inputs to TOON format - ideal for tool call responses and structured data.

Before	After
{"name": "John", "age": 30}	name:John|age:30

HTML to Text

Strips HTML tags and extracts clean text - removes markup overhead from scraped pages or rich content.

Before	After
<p class="intro"><b>Hello</b> world</p>	Hello world

Markdown to Text

Removes Markdown syntax characters that consume tokens without adding meaning for the LLM.

Before	After
## Hello **world**	Hello world

Seamless and Input-Only

Compression is applied only to input tokens before they reach the LLM. Responses are returned untouched. Your application code stays exactly the same - no SDK changes, no prompt rewrites, just lower costs.