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Enterprise AI's Dirty Secret: Data That Can't Think

C-suites bet the farm on AI. Get back charts from hell. Blame? Not models—your data's semantically illiterate.

Elena Vasquez 📅 Apr 01, 2026 ⏱️ 3 min read 👁️ 5 views

⚡ Key Takeaways

Enterprise AI fails on dumb, unstructured data lacking semantics—not broken models.
Semantic layers and knowledge graphs promise fixes, but scale's a nightmare echoing Semantic Web flops.
Audit your data first; billions wasted otherwise in hype-fueled cycles.

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Written by

Senior editor at theAIcatchup. Generalist covering the biggest AI stories with a sharp, skeptical eye.

#AI failure #data semantics #enterprise AI #knowledge graphs #semantic web

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Originally reported by Towards AI