The Deep FinResearch Bench evaluates AI agents on qualitative rigor, valuation accuracy, and claim credibility. Tests show frontier agents still underperform compared to human financial professionals. This gap highlights the failure of general models to master professional investment analysis. Practitioners must prioritize domain-specific fine-tuning over generic prompting for high-stakes financial reporting.