🚀 Optimize your AI costs

Crush Your AI Bills

Optimize your AI costs with intelligent token compression. Our proven algorithms reduce usage while maintaining quality.

TokenCrush Otter Mascot

Ready to Optimize?

Start optimizing your AI costs today

About TokenCrush

Mastering the Art of Token Optimization

We trim down the text you send to LLMs without messing up the quality. Less text means lower costs and helps your LLM function - it's that simple!

How TokenCrush Works

Our algorithms can get you nearly the same results with far fewer input tokens. Here's how we do the magic:

  • Text minimification - we cut the fluff but keep the meaning. Think of it as tweet-ifying your prompts without losing anything important.
  • Intelligent text cleaning - we remove unnecessary syntax, formatting, and redundant information that LLMs don't need to understand your request.
  • Rephrasing - Often, we can totally rephrase your prompt to be more concise.
  • Prompt optimization for individual projects - We constantly monitor the performance of our algorithms on each of your projects. We change the algorithm we used dynamically based on your requests.
  • Validation for peace of mind - We validate each of our optimisiations to verify that the original meaning was maintained.

Save Big Money

Fewer input tokens means your AI bills shrink dramatically. Use cases with a large context window could see a 80% reduction in costs.

Same Great Quality

We ensure your minimised prompt maintains at least 90% of the original meaning and intent.

Super Easy to Use

Just call our API with a prompt, we'll optimize it and give it back. If we can't optimize, it won't cost you.

Cost Reduction

Crush your input token costs

Faster Processing

Optimized requests process faster

Win-Win pricing

Pay when you save. No tricks.

Quality Assurance

Maintain response quality
Proven Results

SuperGlue Benchmark Results

Our optimization algorithms have been rigorously tested on industry-standard benchmarks, demonstrating significant token reduction while maintaining high accuracy.

Token Reduction Results
Percentage of tokens reduced across SuperGlue benchmarks

BOOLQ

Boolean Questions

47.6%

RTE

Recognizing Textual Entailment

30.8%

CB

CommitmentBank

28.5%

COPA

Choice of Plausible Alternatives

14.6%

WIC

Words in Context

15.5%
Performance Comparison
Pre and post optimization performance metrics when using ChatGPT 5
Original
Minimized

BOOLQ

🟢 +0.55% improvement
91.5%
92.0%

RTE

🔴 -1.78% degradation
88.0%
86.4%

CB

🔴 -3.74% degradation
73.6%
70.9%

COPA

🔴 -4.00% degradation
100.0%
96.0%

WIC

🔴 -3.55% degradation
70.5%
68.0%
Pricing

Always-save pricing

Stop paying per input token. Only pay when you save.

Free

$0
give us a try!

Test our APIs and see how much you can save.

  • 10,000 tokens saved per day

Professional

$0.25
per 1M tokens saved

This is 80% cheaper than using ChatGPT directly.

  • Unlimited savings
Frequently Asked Questions

Everything you need to know about TokenCrush

How is token usage calculated?

We count tokens based on the standard GPT tokenization method with tiktoken. On average, one token is approximately 4 characters or 0.75 words in English.

How do you know that your algorithms maintain the same quality?

When tuning our algorithm, we use the industry standard benchmark SuperGlue. We compare the performance of optimized prompts against the original. We find that the optimized prompt is nearly as performant and sometimes more performant. For individual projects, we measure the similarity between optimized prompts and the original by comparing the embeddings of the prompts.

What if my use case isn't a good fit for optimizing?

Some uses cases, like writing code or precise prompt engineering, aren't a good fit for optimizing. We regularly run automated checks on the responses that we give to each user, to ensure that the same performance is maintained. If we detect a degradation, we pause optimizations and let you know.

What are the drawbacks?

Using TokenCrush can save significant amounts of money. However, you may see a performance degradation in some cases. See the compabability quiz to understand if TokenCrush is right for you.

Compatibility Check

Is TokenCrush Right For You?

Take our quick compatibility quiz to find out if your LLM setup works with TokenCrush

Compatibility Check
Let's see if TokenCrush is right for your needs

Are your prompts mostly natural language?

Natural language refers to human-readable text like questions, instructions, or content for the LLM to process.

Ready to Optimize Your AI Costs?

Start reducing your AI costs with intelligent token optimization