Blog/Governance

Lineage and Controls for Model-Driven Decisions

Lineage and Controls for Model-Driven Decisions

·~6 min read

Why reproducibility is a control: versioned assumptions, immutable logs, and separation of duties in AI-augmented workflows.

Reproducibility as a control

When AI assists drafting or extraction, the control is traceability: which prompt, which document snapshot, which approver, and which model version produced a number suitable for the IC deck.

Treat assumption changes like code review: pull requests for material moves, immutable logs, and separation between build and review roles.

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