2604.00473 Bridging Qualitative AI Reasoning and Quantitative Investment Analysis for Government Digital Transformation: An LLM-Augmented Framework with Empirically-Grounded Parameter Derivation
We present GovAI-Scout, an LLM-augmented autonomous agent for government AI opportunity assessment that addresses the critical methodological gap between qualitative sector analysis and quantitative financial modeling. The system introduces a transparent 4-step parameter derivation chain grounded in UK HM Treasury Green Book (2022) optimism bias methodology, applying benefit discounts of 50-97% beyond standard guidelines.