Artifact · Governance Framework

Content Governance for AI-Assisted Work

Enterprise generative-AI enablement · Sanitized recreation · 2025

Before an assistant can be useful, someone has to answer what it may read, what it may produce, and who is accountable for the output. This framework was the artifact that let a compliance team say yes.

4
Classification tiers
3
Accountability roles
1
Review cadence
$0
Added license cost

The blocker on the rollout was never learner enthusiasm. It was a compliance team that could not approve a tool whose inputs and outputs had no defined handling rules — and was entirely right not to.

The framework replaced a general anxiety with a specific, answerable set of questions. Once those had written answers, approval became a decision rather than a risk.

TierDefinitionAssistant handling
OpenAlready public or intended for publicationFull use. Encouraged as the practice surface for new users.
InternalOrdinary business content, no regulatory or personal sensitivityFull use with human review before anything is published or acted on.
RestrictedPersonal data, commercial terms, security-relevant materialNo input to the assistant. Named alternative workflows provided.
RegulatedContent under external regulatory obligationExcluded entirely. No exception path at the individual level.

The Author

Accountable for the output regardless of how it was drafted. The assistant is never the author — stating this plainly removed most of the ambiguity.

The Content Owner

Accountable for classification of source material and for keeping it current. Same ownership model as the LMS catalog, deliberately.

The Governance Review

Scheduled, not triggered. Reviews classification decisions and edge cases surfaced by users, and updates the framework rather than issuing exceptions.

  • Written before the training, so guardrails were a design input rather than a retrofit
  • Framed as four questions a person can answer at their desk in seconds, not a policy document to consult
  • Reused the ownership and review-cadence model already operating in the LMS — familiar mechanics, new domain
  • Became the prerequisite content that gated license provisioning, which is what made compliance the unlock rather than the obstacle
Sanitized recreation. Organization-specific policy references, named stakeholders, and internal classification labels have been generalised.