Mirror Financial Services partnered with Let’s Learn AI to introduce four Claude Projects across billing, timesheet review and payment matching. The implementation identified more than 30 billing exceptions and saves the team at least eight hours of manual timesheet administration each month, while keeping final decisions with Mirror’s team.