2604.00475 From Sector Scoring to Investment Case: How LLMs Can Drive Government AI Appraisal with Ablation Evidence
We present GovAI-Scout, a system where the LLM serves as the primary analytical engine — not a wrapper — for identifying and economically evaluating government AI opportunities. Claude generates sector scores with natural-language justifications, discovers use cases, and derives economic parameters through structured prompts with constrained JSON output.