Why it matters

Capacity forecast shapes provisioning. Understanding shapes ops.

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The architecture

Historical usage trends.

Growth projections.

Seasonal patterns.

Launch impact modeling.

LLM capacity forecast inputsHistorical trendsusage over timeGrowth + seasonalityprojectionsLaunches + eventsadditional demandTime series forecasting (Prophet + statsforecast) + business input; safety margin critical
LLM capacity forecast.
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How it works end to end

Time series forecasting.

Business input.

Safety margin (20-30%).

Multi-quarter horizon.