Customer data fragmentation - governance gaps when 47 systems disagree

When Your Customer Data Lives in 47 Places

24 December, 2025 · Thomas Nys
Data quality ownership crisis - why 77% rate quality average or worse

Data Quality Crisis - 77% Admit Failure

21 December, 2025 · Thomas Nys
Data quality diagnostics - how bad data reveals organizational dysfunction

Data Quality as Organizational Signal

20 December, 2025 · Thomas Nys
AI architecture requirements - why data quality issues amplify at scale

AI Won't Fix Your Architecture - It Will Amplify It

10 December, 2025 · Thomas Nys