George Hannaford

Why Master Data Is the Backbone of AI-Driven Procurement

Why Master Data Is the Backbone of AI-Driven Procurement

“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...

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Unlocking Savings with Effective Spend Classification

Unlocking Savings with Effective Spend Classification

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

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