The Token Company

The Token Company builds LLM input compression models that cut token costs for teams using GPT, Claude, Gemini, and other large language models. Its prompt-compression API wraps existing OpenAI or Anthropic clients so filler tokens are removed automatically, typically in under 50 milliseconds, while preserving semantic intent and cache safety. Customers such as Pax Historia and Helonic use the service to compress long prompts and conversational context, reducing API spend without changing application code. The company also publishes research on compression quality, including finance-tuned and safety-classifier models that keep or improve accuracy while using fewer tokens.