Optimize Prompts & Cut Token Spend by 20% to 50%

Eliminate filler tokens, redundant instructions, and excessive whitespace from system prompts without losing intent.

Presets:

Strip Polite Filler PhrasesCollapse Blank Lines & SpacesShorten Verbose Instructions

Original Tokens

128

740 chars

Trimmed Tokens

27.3% reduction

Tokens Saved / Call

Per single API request

GPT-4o Savings (100k/day)

$263/mo

Claude 3.5: $315/mo

Raw Prompt (Paste here)

128 tokens

Trimmed Prompt (Cost-Optimized)

93 tokens (-35)

You are a helpful, polite, and respectful AI customer support assistant for Acme SaaS.
always greet the user warmly and introduce yourself kindly.
Note: you should never give financial advice never.
if the customer requests a full refund for their plan, please instruct them to visit the billing page.
currently, our customer support hours are 9am to 5pm EST Monday through Friday.
Please explain all answers concisely.
ask the user if there is anything else you can help them with today.
Thank you for assisting Acme customers effectively!

Ready to project your enterprise bill with this 93 token prompt?

Model in Cost Calculator →

Production Savings Forecast Across Volumes

Model	10k Daily Calls	100k Daily Calls	1M Daily Calls	Annual Savings (100k/day)
Claude 3.5 Sonnet ($3.00/1M)	$31.50/mo	$315.00/mo	$3150.00/mo	$3780/yr
GPT-4o ($2.50/1M)	$26.25/mo	$262.50/mo	$2625.00/mo	$3150/yr
DeepSeek V3 ($0.14/1M)	$1.47/mo	$14.70/mo	$147.00/mo	$176/yr

Why Prompt Trimming Matters for Production LLM Infrastructure

Repeated System Overhead

System prompts run on every single conversation turn. A bloated 1,000-token system prompt called 100,000 times daily burns 3 billion tokens every month—often costing $7,500+ on flagship models.

Polite Filler vs Machine Logic

Phrases like "Please ensure that you always" or "It is critical to remember that" consume 5–8 tokens without altering model attention. Replacing them with direct directives preserves semantic precision while slashing billable tokens.

Zero Telemetry Processing

All prompt trimming and token analysis executes 100% locally in your browser. Your proprietary system prompts, customer data, and RAG schemas never leave your machine.