
Banking Capital & Risk Guidance Agent – AI-Driven RAROC Improvement

Context: RAROC exposes how well banks execute risk and capital decisions across Corporate Banking, Investment Banking, and Treasury, and as capital tightens and regulatory constraints grow, inefficiencies compound quickly.
Challenges: Strong RAROC reflects properly priced risk and disciplined allocation, while weak RAROC exposes mispricing and trapped capital. The issue is rarely a lack of analytics — it is execution delay, where action lags insight and capital performance declines.
Solution: The Banking Capital & Risk Guidance Agent, an AI agent built using Microsoft Copilot Studio, validates risk assumptions, surfaces pricing inconsistencies, and flags capital misallocation as decisions are made, enabling dynamic portfolio and capital adjustments without waiting for quarterly cycles.
Impact: Banks adopting this approach see stronger capital efficiency and sustained improvement in RAROC, driven by execution discipline holding consistently across the portfolio.