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Rational Exponent Unveils AI-Native Platform re:agent to Transform Banking Compliance and Risk Management

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Rational Exponent, an AI-native fintech firm established by banking and regulatory experts alongside technology leaders, has officially launched re:agent, an enterprise AI platform. The platform is designed to assist banks in navigating the complexities of a compliance-heavy, resource-constrained, and innovation-driven financial landscape.

The re:agent platform aims to transform risk and governance from operational burdens into strategic drivers for growth, enabling banking teams to develop compliant, approval-ready products rapidly. According to Ryan Schoenfeld, CEO of Rational Exponent, “re:agent is purpose-built to redefine how banks operate, scale, and lead.”

Decision-makers across Chief Compliance Officers, Chief Risk Managers, Banking Operations Managers, Technology and Innovation Leaders, and M&A Business Leaders frequently contend with escalating regulatory pressures, digital transformation objectives, board-level accountability, and heightened competition. re:agent addresses these challenges through three integrated product suites: re:agent IQ, EX, and Business Catalyst. These suites are engineered for large-scale business transformation, orchestrating cross-domain changes in alignment with strategic automation initiatives.

re:agent IQ rationalizes policies, procedures, and controls. It provides the analytical foundation for discovery, validation, and monitoring, ensuring that the compliance framework is comprehensive, accurate, and sufficient.

re:agent EX operationalizes policies and controls into daily workflows. It embeds compliance by design, ensuring products and workflows are inherently compliant from inception, and maintains compliance in motion, verifying that every transaction adheres to established guardrails.

re:agent Business Catalyst bridges the functionalities of IQ and EX, creating a complete compliance-to-execution cycle. This suite empowers business leaders to design and launch products that are “approval-ready” by default, integrating product ideation, risk appetite, and compliance guardrails within a unified workbench.

Ian Watson, Head of Risk Analyst at Celent, commented on the platform’s capabilities: “Most solutions stop at establishing new policies and controls. re:agent goes further, rationalizing and maturing them, enabling business teams to design compliant products, and maintaining real-time compliance across daily operations. re:agent turns policy into execution, giving banks the confidence that every action stays within guardrails while freeing teams to focus on growth.”

Boe Hartman, a Rational Exponent Board Member and former Goldman Sachs Partner, highlighted the platform’s impact: “What makes Rational Exponent a game changer is its ability to transform the burden of compliance, operational risk, regulation, and legacy institutional knowledge into business value. By embedding AI-driven intelligence directly into the banking environment, Rational Exponent empowers teams to move faster, reduce risk, achieve compliance with confidence, and unlock high ROI, delivering the breakthrough the industry has been waiting for.”

The re:agent platform is now generally available to financial institutions. Rational Exponent will participate in the Money20/20 Conference at the Venetian Resort in Las Vegas, Nevada, from October 26-29, 2025. Boe Hartman is scheduled to speak on Sunday, October 26, at 13:45, during the “Smart AI, Smarter Banks: Harnessing Autonomous AI Without Losing Control” panel at the Data Summit, located in the Galileo Room (1001-1003, Level 1) at The Venetian Resort.

Mr. Schoenfeld further elaborated on the platform’s necessity: “In today’s competitive banking environment, speed without control is a liability. Banks need to move faster while maintaining trust, transparency, and compliance. re:agent makes that possible by transforming static compliance, risk management, and transactional data into real-time, actionable intelligence. The results are operational performance that is at once compliant, prudent, and a catalyst for growth.”

Rational Exponent operates with offices in West Palm Beach, Florida, and Altrincham, Cheshire, United Kingdom. The company’s AI-powered re:agent platform embeds real-time compliance, dynamic risk intelligence, and adaptive decision-making into daily workflows, aiming to transform governance and risk into strategic drivers for business growth.

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