Most "data moats" are fake. "Data is the new oil" is the most misleading metaphor of this cycle — data is the water, position is the riverbed. Three questions kill nine out of ten flywheel stories; the sharpest asks whether the scenario produces free ground truth. Plus the quiet repricing from training fuel to inference context — and why that's lock-in.