REQUIREMENTSENTERPRISE AI ARCHITECTURE

Workload and Scale Profile

The scale profile describes request volume, token sizes, concurrency, seasonality, geographic distribution and burst behavior.

WHY IT MATTERS

AI capacity depends on token shape and context size, not only requests per second.

ENTERPRISE EXAMPLE

Two million short classifications per day need a different platform than 2,000 long-context research sessions.

ARCHITECTURE DECISION

What does peak workload look like in tokens and concurrent sessions?

REMEMBERArchitecture for workload shape, not average traffic.
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