Why Model Validation Consulting Spend Stays Elevated
Each AML model validation under SR 11-7 requires pulling model documentation from the inventory, running backtesting scripts against historical detection data, assessing conceptual soundness, and drafting a validation report with explicit ratings and findings. At $500K–$5M per model validation, external firms price this work at their full engagement rates — including the data-gathering and report-scaffolding phases that do not require senior validator judgment. For a large bank with a substantial model inventory, those phases aggregate into significant spend.
An Agent That Handles Evidence Gathering and Draft Report Sections
An AI Labor Company agent mines model validation evidence-gathering and conceptual-soundness review workflows from MRM team SAS Model Manager and enterprise risk Jira. For each model under review, the agent auto-pulls model documentation from the inventory, runs backtesting scripts against historical AML detection data, and drafts SR 11-7 validation report sections — including findings and preliminary model-rating recommendations. The Chief Model Risk Officer reviews and approves all rating conclusions before the model inventory is updated. Human accountability over regulatory conclusions is preserved.
MRM Cost Reduction as a Structural Budget Item
A 35% reduction in external validation consulting fees per model is the direct financial case. Across a model inventory that turns over on a regular validation cycle, that figure becomes a structural budget improvement rather than a one-time saving. Beyond cost, an agent that consistently applies the same documentation and backtesting methodology across models reduces variability in validation quality — a secondary benefit that regulators and internal audit increasingly scrutinize. The agent is typically live and processing validation workflows in approximately ten weeks.
Does the agent itself become a model subject to SR 11-7 validation?
That depends on how it is scoped. If the agent is used strictly as a documentation and drafting tool, with all model-rating conclusions made by the CMRO, it is unlikely to meet the SR 11-7 definition of a model. Your MRM team should make that determination based on your specific use and governance structure.
Can the agent work with validation workflows across multiple model types, not just AML?
Yes. While the initial deployment targets AML model validation workflows in SAS Model Manager, the agent can be extended to other model types in the inventory using the same evidence-gathering and report-drafting framework.