Vibe coding has made software cheap to build. Cheap software does not change results on its own. Companies have spent thirty years on supply chain tools, and inventory, service levels and forecast accuracy have barely moved. A faster-built tool on top of a broken planning process adds one more thing to maintain and leaves the process as it was.

So what decides whether AI improves results?

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