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Most leadership teams have now watched the same demo: an agentic AI prototype that looks like the future, until someone asks the least glamorous question in the room: “Where does it get the data?”

It’s not the model. It’s the missing tracks: data access, existing & legacy systems integrations, converting industry business knowledge into technology specs, integration in existing user applications, scalability, security, consistency, process flow integration, and more.

Sixteen weeks, that's how long it still takes the average tier‑one bank to set up a "simple" API integration

For decades, banking has been seen as the pinnacle of risk management. Compliance frameworks, regulatory oversight, and sophisticated financial models create the impression of an industry that leaves little to chance.

Why does every conversation about mainframes start with 'we need to modernize'? What if we're thinking about mainframe modernization all wrong?