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Applied AI·July 17, 2026·1 min read

The biggest barrier to AI success isn't AI

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If data infrastructure is the constraint, then more model experiments just compound entropy — they don’t create value. Before you greenlight another AI pilot, audit data quality, lineage, and access patterns and fund the unglamorous plumbing that will make any model usable in production.