Frameworks, failures, and hard-won lessons from 12+ years of operational leadership. Not theory — the actual work.
Before an AI model could intelligently distribute tickets, we needed to know what intelligent distribution actually meant. That required rebuilding our entire training framework and structuring the team into seven…
May 8, 2026 · 7 min readBI, AI, process improvement, data governance, and shared services leadership — from 12+ years of operational experience.
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