The Deep FinResearch Bench framework evaluates AI agents on qualitative rigor, valuation accuracy, and claim credibility. Tests show frontier agents still underperform compared to human financial professionals. This gap proves that general-purpose models lack the precision required for professional investment research. Practitioners must now focus on domain-specific fine-tuning to achieve institutional-grade accuracy.