George Hannaford
Most Procurement AI Projects Have Already Failed
June 30, 2026
Executive summary:
Supplier Risk Management
AI driven supply chain analytics
AI in Procurement
Agentic AI
procurement decision automation
Agentic AI in procurement
Procurement Leadership
AI classification procurement
supplier data management
procurement intelligence
procurement data quality
Procurement Data Cleansing
Procurement Transformatio
Procurement Visibility
From Identifying Savings to Acting on Them: Why Procurement’s Real Constraint Is Still Visibility
May 29, 2026
Executive Summary: At ProcureCon Asia & Australia Series, a consistent message emerged across both executive and practitioner discussions:...
Agent Bob and the Emergence of Savings Agents in Procurement
Apr 30, 2026
Executive Summary: Most procurement organizations already have dashboards, reporting layers, and access to large volumes of supplier and spend data...
