Data-Centric Approach

AI Governance | Data-Centric Approach

Why Data Quality Kills More AI Projects Than Any Other Factor | Rovers Strategic Advisory
ByMart Rovers March 9, 2026April 3, 2026 Reading Time: 7 minutes

The manufacturing company that deployed predictive maintenance AI in 17 weeks didn’t have better technology than their competitor. They didn’t have a bigger team, a larger budget, or a more sophisticated AI model. They had one thing their competitor didn’t: they assessed their data before they built anything. Four weeks of targeted data assessment. Equipment…

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AI Governance | Data-Centric Approach

Data Quality for AI: Why 70% of Projects Fail at Scale
ByMart Rovers January 5, 2026January 27, 2026 Reading Time: 7 minutes

Data quality for AI determines whether your models succeed or fail. Your data science team just built an AI model that works beautifully. The pilot showed 40% improvement in prediction accuracy. The business case projects $2M in annual value. Leadership approved the budget to scale it. Then someone tries to run it on production data…

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