Abstract: Marketing, customer, employee, firm disclosure data have become increasingly multimodal, simultaneously conveying visual, auditory, and textual information. Most prior studies adopt a “signal-by-signal” AI approach, using LLM to extract visual, textual, and audio features separately. Yet