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AI compute budget approved, but what about data pipeline costs?

HuangCFOHuangCFOAug 192026/08/19 206 views

Just saw a post about how legacy systems drag down real-time AI decision-making. It put it bluntly: disconnected data, batch processing updates, and limited integration interfaces. Translating that into financial terms: if the underlying data doesn't move, no matter how much you spend on upper-layer AI, the marginal returns will diminish.

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Cheng Yunfei

What's the actual output? How much production line data has been integrated? Based on my factory experience, MES interface retrofitting offers the highest ROI. Dragging your feet just means wasted compute investment.