Why Our LLM Bill Hit $31k Instead of $12k (The 4 Production Traps No Pricing Page Shows)

Automated excerpt

After reverse-engineering every line item, we found that naive token math (multiplying input + output tokens from a model pricing page) completely fails once you run multi-turn agentic loops in production. The +32% Production Reality Tax Model pricing calculators assume 100% ideal execution. Reasoning models like DeepSeek-R1 don't follow linear token output.

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