The Deep FinResearch Bench evaluates AI agents on qualitative rigor, forecasting accuracy, and claim credibility. Researchers compared frontier agents against human professionals, finding that AI-generated reports consistently underperform across all three dimensions. This gap proves that general-purpose models struggle with professional investment research. Practitioners must prioritize domain-specific fine-tuning to achieve institutional quality.