The Evolution of AI Compliance Assistance from Reactive Support to Co-Agency
Daria Höhener
Abstract
Executives in regulated industries are facing growing pressure to integrate AI into compliance while preserving oversight. This article describes how a banking group introduced a retrieval-augmented, AI-powered compliance assistant. It outlines what the group’s journey reveals about the future of compliance work and the key lessons learned. It highlights the tensions shaping AI-supported compliance: authority illusion, blurred accountability, loss of contextual judgment and widening awareness gaps. The article provides a four-phase framework to help leaders navigate the shift from reactive AI assistants toward agentic, co-reasoning systems.
Evidence weight
Balanced mode · F 0.40 / M 0.15 / V 0.05 / R 0.40
| F · citation impact | 0.50 × 0.4 = 0.20 |
| M · momentum | 0.50 × 0.15 = 0.07 |
| V · venue signal | 0.50 × 0.05 = 0.03 |
| R · text relevance † | 0.50 × 0.4 = 0.20 |
† Text relevance is estimated at 0.50 on the detail page — for your query’s actual relevance score, open this paper from a search result.