George Hannaford

Most Procurement AI Projects Have Already Failed

Jun 30, 2026

Executive summary:

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From Identifying Savings to Acting on Them: Why Procurement’s Real Constraint Is Still 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:...

Supplier Risk Management spend visibility AI driven supply chain analytics AI in Procurement Agentic AI procurement decision automation Agentic AI in procurement contract leakage detection enterprise procurement analytics
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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...

spend visibility AI driven supply chain analytics supply chain management AI in Procurement conversational insights Agentic AI procurement decision automation Agentic AI in procurement
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Procurement Doesn’t Have a Visibility Problem Anymore

Procurement Doesn’t Have a Visibility Problem Anymore

Mar 31, 2026

Executive Summary: Many procurement teams have invested heavily in dashboards, yet fragmented supplier data across systems still limits how clearly...

AI driven supply chain analytics AI in Procurement conversational insights Agentic AI procurement decision automation Agentic AI in procurement
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