Why I Started Building an AI Copilot for Credit Underwriting

There is a peculiar contradiction in modern commercial banking.

Banks employ highly trained credit professionals to exercise judgment on complex companies, industries, capital structures, and risks.

Yet a surprising amount of their working day can still be consumed by activities that require very little judgment.

Information is transferred from financial statements into spreadsheets. Background information is collected from multiple documents. Prior approvals are searched. Numbers are checked across different systems. Questions are tracked through email. Credit memoranda are assembled section by section. Portfolio reviews require information to be gathered again.

Each individual task is manageable.

Together, they create friction.

What would happen if we redesigned the credit manager's workstation around the work that actually requires human judgment - and allowed software and AI to handle more of the surrounding administrative burden?

 I am calling the experiment Credit Copilot.

The objective is not to automate the credit officer.

It is to augment the credit officer.

A good credit manager brings context, skepticism, commercial understanding, and judgment. Those are precisely the capabilities the system should preserve.

But document organization? Initial information extraction? Workflow tracking? Identifying missing information? Preparing first-pass analysis? Drafting standardized sections? Maintaining a structured history of an underwriting decision?

Those increasingly look like problems software can help solve. The concept is therefore broader than an AI chatbot: an AI-powered credit workstation where a credit action can move from intake through analysis, review, and approval with the supporting information, tasks, and reasoning organized around it.

Banking is the starting point. The larger question is: What does knowledge work look like when AI becomes embedded into the workstation rather than sitting beside it?

Follow the Building Credit Copilot series as the concept develops from workflow problem to working prototype.