What is the biggest risk in an AI governance deployment?

Programmes commonly begin with the most accessible repository, which produces a fast demonstration and defers every difficult classification decision. The system performs well on low-stakes material, confidence builds, and the sensitive corpus is added later without the governance pattern ever having been proven.

The Centralpoint sequence begins with the governance dictionary — the organization's own terms, policies and regulatory vocabulary, imported through Data Transfer — so classification rules exist before content is indexed. Proving audience scoping and retention treatment on genuinely sensitive material first means extending to easier corpora afterwards is straightforward, rather than discovering at scale that the pattern does not hold.