LLMs think and are priced in tokens. 'The quick brown fox' is approximately 4 tokens. API costs are calculated per thousand or million tokens (input + output). Understanding tokenization helps founders optimize prompts for cost — shorter, denser prompts reduce spend without sacrificing quality. Most LLM providers offer tokenizer tools to estimate costs before running large batch jobs.