A developer created a six-stage pipeline using GPT-5.1 to analyze 500 pages of investment research with remarkably low hallucination rates. By enforcing traceable citations and rigorous validation, the system achieved single-digit error rates—demonstrating how structured approaches can unlock reliable AI-assisted analysis.