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Carlos Humberto Vilela's avatar

Regarding willingness to pay, especially in the enterprise and highly regulated world, where any variability quickly raises yellow flags, based on my experience, this transition would require a clear top-down disruption.

It is not only about better pricing conversations, but about breaking through organizational inertia and the internal burden that often prevents companies from translating rich, “deep” insights into consistent, data-backed pricing decisions.

Carlos Humberto Vilela's avatar

A thought-provoking reflection. Happy to find!

It made me think about whether hybrid models are a natural response to change in the face of AI cost uncertainty, or whether they can truly establish themselves as a value-anchored pricing choice.

When inference costs become more predictable, will pricing metrics naturally simplify, or has complexity already become part of the package?

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