Developer Tools
9 min read
LLM Token Counting and Cost Estimation: BPE Mechanics, Context Budgets, and Real Math
Understand how tokenizers split text, why token counts differ per provider, and how to compute API spend correctly — including cache reads, batch discounts, and the multi-turn history multiplier that wrecks naive estimates.