Consortium finance is a collaborative loan approach where multiple banks unite to provide large loan amounts required by big businesses, minimizing risk for individual banks. The process involves discussions among member banks, appointing a lead bank to coordinate the financing, and regular evaluations of loan performance. The lead bank plays a crucial role in ensuring proper documentation, fund sanctioning, and communication between banks about the borrower's conduct.