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Design a change automation platform with change request workflows, automated risk scoring, intelligent approval routing, deployment dependency graphs, and change failure rate tracking for an organization making 500 changes per day.
## Problem
Your organization makes 500 changes per day across 200 services. The change management process is a mix of manual approval chains (slow), direct pushes without review (risky), and inconsistent deployment practices across teams. Design a change automation platform that standardizes the change lifecycle, automatically assesses risk, routes approvals intelligently, tracks deployment dependencies, and provides analytics on change failure rates to drive continuous improvement.
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