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December 3, 2025
A technology-first approach has never addressed the clean data problem — and it never will.
July 26, 2024
How does AI make you smarter or dumber?
October 25, 2023
“The single source of truth is a myth. It will never exist. CPOs should learn to live without it like sellers & marketers do. Eg different buyers, rating agencies, & communities rate a supplier’s reliability differently. You’re not 100% sure that news item about unethical behaviour refers to your similarly named supplier.” – Duncan Jones […]
Supplier Onboarding Is Not a Form Problem — It’s an Ecosystem Problem
December 5, 2025
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GenAI can enrich your supplier data. It can't fix the architecture that keeps producing junk.