Overview

Regulatory expectations for surveillance have fundamentally changed. It is no longer enough to show that monitoring systems are in place. Firms are now expected to prove that those systems actually work. This white paper explores the shift from surveillance as a capability to surveillance as a demonstrable, reliable control system, where data completeness, model transparency, and operational consistency are under increasing scrutiny from regulators worldwide.

Drawing on global regulatory developments and industry insights, the paper outlines three critical pillars of modern surveillance: data observability and completeness, model explainability and governance, and AI-enabled efficiency in investigative workflows. It provides a practical framework for financial institutions to assess their current surveillance maturity, close critical gaps, and move toward true regulatory certainty, where systems are not only in place, but trusted, measurable, and defensible.