The LangCache semantic cache calculator helps users estimate potential savings when utilizing semantic caching for large language model (LLM) applications. By comparing annual costs with and without LangCache, the tool demonstrates significant cost reductions, highlighting an annual savings of over $3 million for high query volumes.