Operating RegTech in Real Organizations: Governance, Audits, and Continuous Tuning

Deploying AI-supported compliance tools in a real organization introduces challenges that no design exercise can fully prepare you for. There are existing systems to integrate with, regulators with their own expectations, and internal audit teams whose reviews shape what survives. This course steps past the design phase and into the operational discipline that decides whether RegTech actually reduces risk. You will work through written scenarios that mirror the rollout, first year, and steady-state operation of RegTech in different regulated contexts. The course also addresses governance, regulator communication, and the long-horizon work of keeping these systems aligned with changing rules. What you'll learn: - Plan rollout in phases that build trust with compliance officers, internal audit, and operational stakeholders - Integrate RegTech with core systems including transaction processing, customer records, and case management - Design governance routines including model validation, periodic reviews, and change control - Prepare for internal and external audits with clear documentation of model behavior and human oversight - Communicate with regulators about how AI is used, what controls exist, and how exceptions are handled - Run continuous tuning cycles that incorporate regulator feedback, internal audit findings, and changing rules The course begins with the rollout phase, moves through integration and governance, and finishes with audit preparation and regulator communication. A capstone written exercise asks you to draft a one-year operations and governance plan for RegTech in a specific regulated organization. This course is designed for compliance leaders, internal audit professionals, and technology integrators bringing AI tools into regulated organizations. No prior AI experience is required. The course is informational, respects how real compliance teams work, and does not provide legal or regulatory advice for specific situations.