Engineering9 min read
Prompt caching explained: how cache-hit pricing works across providers
How prompt caching is priced at DeepSeek, Anthropic, OpenAI, Moonshot, Alibaba and others, why coding agents benefit more than chat apps, what quietly breaks cache hits, and what you can and can't control through a gateway.
Tokens Team · 3 Oct 2026