How do you reduce prompt cost without losing quality?

Reduce cost by removing unnecessary examples and instructions, using shorter system prompts, routing simple queries to smaller cheaper models, caching common requests with prompt caching, compressing retrieved context before adding it, limiting output length when possible, and switching from CoT to direct answering on tasks where CoT is unnecessary.