Prompt caching reduces costs by 80% with ordered prompts

Prompt caching reduces costs and latency by saving processed states for the beginning of LLM prompts, but it relies on exact prefix matches. Consequently, prompt structure and ordering matter significantly: stable content like system instructions and tools must appear first, while dynamic per-request context must be placed after the cache breakpoint. Open article →