Over the last few months, I've been thinking about one question: Why do we trust AI answers simply because they sound confident? In many domains, that confidence is harmless. But in finance, a single incorrect number can influence lending decisions, covenant monitoring, portfolio reviews, or risk assessments. The problem isn't that AI makes mistakes. Humans do too. The problem is that today's AI systems rarely show why a financial claim should be trusted. That realization led m...