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How AI Is Fixing Wall Street’s Biggest Back Office Inefficiencies

Wall Street can execute trades in milliseconds, but the processes supporting those transactions can still take weeks or months. At the New York Stock Exchange, Remy Blaire speaks with Gabino Roche Jr., Founder and CEO of Saphyre, and Stephen Roche, President and Co-Founder, about how artificial intelligence, patented technology and data standardization are transforming financial operations, accelerating client onboarding and improving trade settlement efficiency.

Gabino explains how Saphyre addresses longstanding inefficiencies in financial services by simplifying the information exchange between asset managers, broker-dealers, custodians and other financial institutions. He discusses how traditional onboarding processes can take anywhere from six weeks to 18 months and how Saphyre’s technology can potentially reduce those timelines to approximately 24 hours. The company’s approach focuses on making institutions ready to trade faster while ensuring critical information remains accessible throughout the transaction lifecycle.

Stephen examines why outdated systems and fragmented documentation continue to create operational challenges across Wall Street. Financial institutions often collect the same customer information repeatedly for compliance, legal, tax and credit risk requirements. He explains how standardizing this information can reduce administrative work, improve collaboration between institutions and prevent unnecessary delays that affect trading activity and revenue generation.

Artificial intelligence is another major focus as Gabino discusses why financial institutions need reliable, standardized data before deploying increasingly sophisticated AI systems. He explains how different organizations use varying terminology and data formats to describe similar financial information, creating inconsistencies that can undermine automation. Through its patented data normalization technology, Saphyre aims to establish a common framework that allows information to move more accurately between financial institutions.

The conversation also explores Saphyre’s portfolio of more than 100 patents and how the company combines established data standards with artificial intelligence to improve operational efficiency. Gabino highlights why trade failures can originate from seemingly minor documentation issues, including outdated tax records or incomplete agreements. He explains how capturing, organizing and reusing financial information can help institutions avoid these obstacles and complete transactions more efficiently.

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