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The true cost of AI work is hard to measure; the value of AI work is also hard to measure, and metering changes which of those two blindnesses you notice first. It drags the cost into the light, itemised and arriving monthly, while the value stays diffuse, lagging and easy to argue about. That asymmetry is exactly why the panic is showing up now, ahead of any definitive verdict on whether the spending was worth it.