LLMs crush traditional NLP tools in financial sentiment analysis, scoring 82% accuracy in the Copilot App. But they trip over consistent API integration. Curiously, LLMs can pinpoint sentiment by business line, sometimes predicting stock movements more accurately than overall assessments. What shakes expectations here? Investor vibes often diverge from the transcriptβs tone.










