Why Audit-Ready Beats Audit-Survived Every Time.

CTOs and Chief Risk Officers at banks, lenders, and other regulated firms preparing for SR 11-7 model risk reviews, OCC examinations, or internal audit committees. It's equally useful for VPs of Data accountable for the lineage and monitoring evidence those exams now require.

Examiners moved beyond the model itself. They now ask for documented lineage of the data feeding the model, change-management evidence for the pipelines, and monitoring proof for individual features. Functional infrastructure isn't enough. The pipeline has to be provable.

dbt covers transformation lineage cleanly. It doesn't cover the source side: ingestion connectors, raw landings, schema changes upstream, or the documented controls around those. Examiners read the gap between source and dbt as a control gap.

The bank had informal pipeline change management for risk-model inputs, no end-to-end lineage from source to feature, and feature monitoring that covered some inputs but not all. Each gap was traceable to a specific control the examiner could point at.

Aggressive but achievable when scope is contained to the model-feeding pipelines. The bank closed the gaps in three phases: lineage and inventory, change management, then feature monitoring. Each phase was 30–45 days with clear acceptance criteria from the examiner's findings letter.

The bank presented a machine-readable lineage export covering source systems, transformation steps, and feature outputs. The examiner described it as "a model approach for pipeline provenance." Follow-up returned zero material findings and one closed observation.

The total remediation investment was $290K, including platform fees and internal time. Year-one revenue from preserved product expansion was $4.2M, producing roughly 14:1 ROI. The largest avoided cost was the regulatory hold on a new lending product.

Lineage and feature monitoring stay live as production controls, not exam artifacts. The bank now reports pipeline reliability and lineage coverage to its audit committee quarterly, which means the next exam reviews evidence the team already produces.

A significant deficiency is a control gap regulators expect you to fix. A material weakness suggests the gap could allow material misstatement, and it triggers heavier scrutiny, public disclosure for SOX-regulated firms, and potential MRA or MRIA action. Cost differences run into seven figures.

Logiciel's Audit Readiness Gap Review runs an examiner-style review against your existing lineage, monitoring, and change management. The output is a prioritized findings list, mapped to the controls each one violates and the work needed to close each gap.