The Quadratic Token Problem: How Engineering Teams Can Cut API Costs by 33%

Most engineering teams overlook their true LLM API token costs because compute expenses scale non-linearly—each token becomes increasingly expensive due to quadratic attention computation. Synoema demonstrates that functional code can reduce token usage by up to 33%, enabling teams to dramatically lower their API spending. This article provides a practical cost calculator to help engineering teams quantify their actual savings based on team size and current API pricing.