Frameworks, failures, and hard-won lessons from 12+ years of operational leadership. Not theory — the actual work.
In February 2022 we deployed an AI triage model that replaced the manual classification work of 6 FTEs, saving $200K annually at 89% accuracy. Here's what the vendor deck doesn't tell you — the data quality work, the org change management, and what we'd do differently.