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Model Serving Levers That Change Your Unit Economics

Batching, quantization, memory utilization, and accelerator selection—the serving decisions that determine how much output a GPU actually produces.

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Outline

  • Throughput vs. latency: the trade-off behind every serving configuration
  • Batching and time to first token
  • Quantization and memory headroom
  • Matching accelerator architecture to model characteristics

Next step

Want This Applied to Your Workload?

Frameworks are a starting point. A benchmark of your actual infrastructure is the answer.