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Why Your LLM Dashboard Lies About Performance

LLM 대시보드의 거짓: 동시 부하에서 99%의 요청이 실패한다

Why it matters

Most LLM deployments pass performance tests under artificial single-user conditions, only to fail catastrophically under realistic concurrent load. NVIDIA AIPerf's goodput metric exposes this blind spot by measuring SLO compliance, revealing that a system showing acceptable throughput may actually serve only 1% of usable requests. This hidden gap explains why monitoring dashboards show green while users experience timeouts.

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NVIDIA AIPerfGoodputTTFTConcurrencyLLM latency

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