Blog/Governance

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.
← Back to Insights
© 2026 QuantRidge. Educational content; not tax or investment advice.