Baseline load
Measure current p50/p95/p99 traffic. That's your baseline.
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Growth projection
Business tells you 3x by year-end? Plan for 4x — reality overshoots forecasts.
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Quota planning
LLM API quotas need advance notice to raise. Provision months ahead of hitting them.