Context. An on-premise AI risk-intelligence layer for a bank's treasury middle office (market-risk and limit monitoring).

Problem. The daily risk pipeline ran manually on fragile, disconnected tooling — emailed price spreadsheets, brittle Excel reconciliation, hand-exported swap valuations with no audit trail. Analysts lost hours a day, and tracing why VaR moved meant following files by hand.