Gateway Notes

Banks Tackle Expectation Gap with Tech Overhaul, AI Integration

By Emily Jones November 9, 2026
Close-up of a secure cash box with euro coins and banknotes, symbolizing wealth and financial security.
Close-up of a secure cash box with euro coins and banknotes, symbolizing wealth and financial security. Photo: Pixabay/Pexels

Customers compare their bank to the speed and ease of one-click buying on Amazon, but many financial institutions struggle to match that experience. This disconnect is the focus of “The Banking Expectation Gap: U.S. Consumer Edition,” a research report commissioned by Temenos. The study highlights a widening divide between what people want and what banks can deliver, particularly regarding personalization, digital interfaces, and timely human support. Paul Weiss, Chief Transformation Officer at Regions Bank, expects this gap to grow rather than shrink.

Turning legacy data into value

Regions Bank is attempting to close this gap by modernizing its core technology. It is investing in platforms that can unlock data from older systems. Dan Massey, Chief Enterprise Operations and Technology Officer, argues that data is key to building client confidence. Banks hold a trust advantage over newer fintechs, but longevity often brings technical debt. Legacy systems can hinder quick information access. Regions is developing a real-time, event-driven architecture to address this.

Modernizing these systems requires more than a quick fix. It demands a complete overhaul of the existing platform, a slow and complex process. The goal is to create a foundation of clean data and real-time interactions that support new client experiences. This infrastructure will eventually enable the personalization consumers increasingly demand.

AI governance and trust

Regions has begun using generative AI in the back office, with developers reporting a roughly 30% efficiency increase. The bank has also deployed tools for intelligent document processing and knowledge-base agents. These technologies help staff work faster by identifying vulnerabilities and writing deployable code. However, the bank applies these tools within strict risk and cybersecurity reviews.

Weiss emphasizes that security must be built into the architecture from the start. The bank follows a sequence where risk and security partners are involved early, followed by a governance framework and threat modeling for each use case. Brian DuVal notes that customers accept the technology but demand transparency. They want to know how AI uses their data and handles their money. Temenos has responded by building copilots for bank users and a financial crime mitigation agent to address these concerns.

The bank has also integrated generative AI into existing analytics tools. A commercial tool called RClick allows relationship managers to query client health through a conversational interface. Regions treats these tools as part of a “human-in-the-loop” organization, ensuring people oversee AI decisions. This approach balances efficiency with security and trust.

Personalization and Relationship Banking

Massey emphasizes that many banks offer limited insights based on transaction activity. Regions aims to broaden this view, focusing on a client’s overall financial relationship rather than individual products. This ensures insights are available across all digital channels and to various bank representatives, from contact center agents to wealth advisors.

Payments and Security

Real-time payments bring both convenience and security challenges. Regions has invested in identity verification, third-party fraud controls, and AI tools to prevent fraud. The bank is also rolling out passkeys for commercial, small business, and consumer customers.

For commercial clients, integration is key. Regions is working with fintech partners to embed reporting and money movement directly into clients’ ERP systems, eliminating the need for separate banking portals. This infrastructure also positions the bank to meet emerging demands, such as stablecoins and tokenized deposits.

Weiss stresses the importance of flexible architecture in payments, given the rapid pace of change. Banks must commit to ongoing adaptation, ensuring their systems can handle new developments long-term.

Personalized relevance, security, and trust are emerging as the expectations most likely to reshape regional banking over the next three years.

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