TMS AI Implementation Failures: The 72-Hour Post-Mortem Protocol That Saves Million-Dollar Deployments
When shipping teams at a major European packaging manufacturer implemented their new AI-powered TMS last January, the promise was clear: 30% faster routing decisions, 25% fewer manual tasks, and smarter carrier selection that adapts to real-time market conditions. Six months later, dispatchers were still overriding 80% of AI recommendations, operations