AI-Driven Procurement: Lessons from Five Years on the Transformation Frontlines
When I first encountered AI-Driven Procurement initiatives back in early 2021, I was leading category management for a mid-sized manufacturing firm struggling with supplier performance inconsistencies and runaway maverick spending. Like many procurement leaders at that time, I was skeptical. The promises sounded too ambitious—automated spend analysis that could identify savings opportunities in real time, supplier intelligence that predicted risk before contracts were even signed, and sourcing optimization that could run complex RFP scenarios in minutes instead of weeks. Yet five years later, having implemented AI solutions across three different organizations and observed countless implementations across our industry, I can confidently say that the transformation has been as profound as it has been instructive. The journey taught me lessons that no vendor presentation or whitepaper could have conveyed. The reality of AI-Driven Procurement implementation differs dramatically from the ...