1. What a company GPT actually means
A company GPT is not a generic chatbot with a logo. It is an AI layer operating on a controlled enterprise data foundation.
The difference does not start with the interface but with sources, roles, and a documented answer logic.
2. Why generic AI is not enough
Generic AI stays useful for early ideation but quickly fails on approvals, liability, and missing context fidelity.
A company GPT therefore needs a reliable data foundation, governance rules, and defined usage paths.
3. When this turns into productive value
Business value only appears once answers become repeatable, traceable, and embedded into real workflows.
PRUVAGE therefore treats a company GPT as a building block of an intelligence layer, not as an isolated showcase.
