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M Shahzad Qamar
M Shahzad Qamar

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The Enterprise AI Scaling Bottleneck: Bridging Pilot Success to Reality

Local AI pilots continue to deliver impressive productivity metrics in customer support and code completion, yet enterprise scaling hits organizational friction. Closing the gap between custom AI assistants and legacy IT architecture requires fundamental workflow restructuring.

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