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MLOps & Infrastructure

LLM inference latency: what the benchmark data shows

In production LLM inference deployments, the gap between a model's theoretical throughput and its measured tokens-per-second (TPS) routinely exceeds 3x. The discrepancy is not a function of model quality.

July 11, 2026 · 12 min read

LLM inference latency: what the benchmark data shows
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