Model companies

LLM & AI Platforms

How do you turn model intelligence into mass-market adoption?

Measure how explanation, uncertainty, tone, and interaction structure affect activation, paid conversion, and sustained use.

ActivationPaid conversionUsage depth

Projects designed for this decision environment

Find the point at which evidence and uncertainty improve customer action rather than overwhelm or discourage it.

Test whether structured visual responses make advanced AI useful to non-expert customers without increasing inference complexity.

We agree the metric, threshold, and decision rule before the result is known. This protects the project from becoming marketing dressed as research.