Arize PhoenixOpenAI

LLM Response Latency and Token Cost Correlation

cost_management

High token usage in LLM spans directly correlates with increased latency and cost, particularly in multi-step agent workflows. Spans with >5,000 prompt tokens can significantly impact overall trace duration and monthly costs.

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