AI in Financial Services
Your AI Strategy Should Not Fit Inside a Chat Window: What Mid-Sized Banks Risk by Settling for the Default
January 30, 20269 min read
Defaulting to the chat-window AI experience is a strategic choice in disguise. Mid-sized banks that treat AI as a productivity tool rather than an institutional capability are leaving the higher-value work, and the harder governance work, on the table.
Adapted from a piece originally published on LinkedIn. Full editorial version pending review.
Most mid-sized banks have an AI strategy whether they realize it or not. Employees are using consumer AI tools. Vendors are shipping AI features inside existing platforms. Adoption is happening. What is missing in many institutions is a deliberate position on what AI should do, what it should not do, who governs it, and how it integrates with the operating model.
The default is a strategy
When an institution does not articulate an AI position, the default emerges from individual employee behavior and individual vendor roadmaps. That default is rarely aligned with the institution's risk appetite or competitive priorities. Saying nothing is itself a decision.
What gets lost in chat-window thinking
Productivity wins from chat-window AI are real but bounded. The higher-value applications, automating evidence collection, accelerating second-line review, structuring portfolio analytics, require integration into operational workflows and data, with appropriate controls. None of that fits in a chat window.
What deliberate AI strategy involves
Three components consistently show up in institutions getting this right. A clear inventory of where AI is sanctioned and where it is not. An explicit governance model that scales with use case complexity. And a pipeline of higher-leverage internal applications, owned by business leaders, not just by IT.
The mid-sized bank advantage
Mid-sized banks have a real advantage here. Smaller estates, faster decisioning, closer ties between business and technology leadership. The institutions that move deliberately in 2026 will spend the next cycle compounding that advantage.
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