Why it matters

Capacity analysis prevents outages and waste. Forecasting = calm ops.

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The architecture

Measure current capacity; forecast growth; plan expansions.

Reserve GPUs early.

Capacity analysis flowMeasureQPS ceiling, tailForecasttraffic growthPlanexpansions, reservations6-month forecast + monthly review is the standard cadence; reserve early
Capacity analysis flow.
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How it works end to end

Load-test to ceiling.

Forecast 6-12 months.

Reserve capacity early.