Experience Governance

Governance manages ownership, source-authority relationships, lifecycle, risk, auditability, maintenance, and release of reusable models.

Models Are Managed Assets

Once a reusable model influences software, decisions, training, or automation, its status matters. Users need to know which version is current, what sources support it, what scope it covers, and who is responsible for maintaining it.

Source Authority

Governance defines how source classes are treated and how conflicts are resolved within a model's declared scope. A regulation, industry standard, vendor specification, body of research, and illustrative case can all contribute to understanding, but their authority depends on the governing context and they do not carry identical evidentiary or normative weight.

Governance records and preserves those relationships explicitly before the model is released for reuse.

Lineage

A governed model preserves lineage from source material through reconstruction, verification, release, and later versions. This allows a source change to be connected to the models and applications that may depend on it.

Model Lifecycle

Governance defines how models move from candidate structure through verification to release, how verification status is recorded, how updates are reviewed, how previous versions remain traceable, and how obsolete versions are retired from active use.

Risk and Audit

Reuse creates leverage, and leverage creates responsibility. Governance determines which models require stronger review, which uses demand stricter verification, what records must remain available for audit, and how material model changes are approved and released.

Reuse Control

A model can be reused widely only if its boundaries remain visible. Governance preserves scope so that a model supported for one declared scope is not applied to cases it was never designed to represent.

Economic Purpose

Governance protects the compounding value of the model portfolio. The more systems depend on reusable models, the more important it becomes that those models remain coherent, well-grounded, auditable, versioned, and maintainable.

Experience Governance turns model reuse from an informal practice into a durable managed capability for organizations and model-producing systems.