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AI labs face a commodity trap as frontier model inference prices fall toward marginal cost, leaving little room for profit. To escape, labs are migrating up the stack into vertical integration and enterprise deployments, deliberately building switching costs. This strategy risks customer lock-in and reduced competition, echoing historical infrastructure industries like railroads and telecom.
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