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When AI projects fall short, it’s rarely the algorithms—it’s the data. Discover how decades of IT lessons reveal why data warehouses still fail AI.

AI Didn’t Fail; Your Data Warehouse Did

After decades in IT project management and business analysis, one truth has stayed constant: when AI projects fail, it’s rarely the AI’s fault. The real culprit often hides in plain sight—the data warehouse. Many organizations build smart models on shaky foundations, expecting transformation without first ensuring their data is consistent, trusted, and ready for decision-making.

Medicare will pilot AI-driven prior authorization in 2026 across six states, targeting high-risk services while clinicians make final decisions.

AI-Powered Prior Authorization Comes to Traditional Medicare

Traditional Medicare will pilot AI-assisted prior authorization in 2026 across six states, focusing on high-risk outpatient services. Clinicians retain final say, but incentives and access concerns loom as CMS tests fraud reduction and “gold card” exemptions. Here’s what providers and patients should know.

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