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The Off-the-Shelf AI Trap: Why Credit-Card Technology Never Buys a Competitive Moat

Anyone can rent a foundation model API tomorrow morning. True enterprise alpha resides in Complementary Organizational Capital, VRIO governance, and Authorized Value-Extraction Capability.

The Off-the-Shelf AI Trap
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