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Risk Controls9 min readPublished 2026-02-02Updated 2026-02-03

Model Risk Management for Agentic Finance

Model risk management (MRM) must extend to autonomous systems. Governance infrastructure provides the control surface for policy enforcement.

Key Takeaways

  • Versioning and approval gates reduce model risk
  • Monitoring must include both performance and compliance
  • MRM ties governance to board-level accountability

MRM for adaptive systems

Traditional MRM assumes static models; agents adapt continuously.

Controls must account for data drift and policy compliance.

Governance as the enforcement layer

A governance engine can enforce constraints regardless of model changes.

Auditability and reporting are central to MRM compliance.

Francesco Tomatis

CEO & Founder, Kuneo

Read our full guide on AI Governance

This article is for informational purposes only and does not constitute legal or financial advice.