CACEIS has integrated a machine learning solution from Nephelai, a French fintech, that facilitates middle-office trade management. Machine learning streamlines client transaction processing, from capture, verification, enrichment and confirmation to settlement monitoring and penalty management. Prior to sending orders to the market, the solution scans every transaction, detecting anomalies, filling in missing information or correcting instruction from clients, significantly reducing settlement fails. Nephelai is a developer of a middle-office productivity SaaS solution. Its application monitors matching and settlement of financial transactions, the management of CSDR fines and associated claims, while automatically filling in missing financial transaction information.