Numbers Don’t Speak for Themselves: How LLMs Interpret the Soul of Financial Reports
TL;DR for operators Financial-report analysis is one of those jobs where the output can sound competent long before it is useful. A model can summarise a 10-K fluently, mention strategy, risk, customers, and competitive position, and still fail the only test that matters: can a finance team rely on it repeatedly, under pressure, across filings? ...