George Hannaford

Why Master Data Is the Backbone of AI-Driven Procurement

Why Master Data Is the Backbone of AI-Driven Procurement

Jun 6, 2025

“If your data isn’t reliable, your decisions aren’t either.” This is something I emphasize often in boardrooms and with procurement leaders. The market’s full of talk about AI, automation, and advanced analytics—but the truth is, none of it works...

procurement AI Big Data spend visibility master data management
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Unlocking Savings with Effective Spend Classification

Unlocking Savings with Effective Spend Classification

May 15, 2025

The Fundamentals of Spend Classification Spend classification is the systematic process of cleansing, categorizing, and labeling every dollar (or...

spend visibility AI driven supply chain analytics AI Supply Chain
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