The Deep FinResearch Bench evaluates AI agents on qualitative rigor, valuation accuracy, and claim verifiability. Tests show that frontier agents still underperform compared to human financial professionals across all three metrics. This gap confirms that general-purpose models struggle with professional-grade investment analysis. Practitioners should prioritize domain-specific fine-tuning over raw LLM outputs.