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How to Calculate LLM Cost Efficiency: The Points per Dollar Framework for Production AI
When building production-grade AI applications, quantitative trading bots, or enterprise-scale data pipelines, API costs are often the single greatest bottleneck to profitability. In the early stages of development, a few dollars spent on prototyping is negligible. However, when your system scales to millions of daily API calls, minor differences in model pricing structures compound into massive operational overhead. To build sustainable AI infrastructure, developers can no l
Bryan Downing
Jun 37 min read
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