LLM API Cache Hit Math: Why Your DeepSeek Bill Says $4 But the Pricing Says $50
Real LLM bills run 3 to 50 times lower than headline per-million-token price because most input tokens come from cache.
May 10, 20268 min read1
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Articles tagged with #deepseek
Real LLM bills run 3 to 50 times lower than headline per-million-token price because most input tokens come from cache.
V4 Pro and V4 Flash cost 12x apart on list price. On bounded, single-file coding work, the quality gap is small enough that most teams can't tell the
Running Claude Code on DeepSeek V4 instead of Claude Opus 4.6 cuts API costs by 98.7% at equivalent token volumes, but introduces tradeoffs in reasoni
DeepSeek-R1 exposes its full chain-of-thought via API at $0.28/M tokens — roughly 9× cheaper than GPT-5.4 and 18× cheaper than Claude Opus 4.7.