Jia Hao

Token Numbers Every Engineer Should Know

Inspired from this visualization of Jeff Dean’s Latency Numbers Every Programmer Should Know, I wanted to visualize how different documents fit into context windows of LLMs.

Numbers below are measured with a pre-4.7 Claude tokenizer. Other models can differ by 30+%.

Characters per token

ContentDensityChars/token