Municipal AI Research Platform
ProphecyGov, founding engineer
Problem
Municipal teams need trustworthy AI answers with source attribution across large government document repositories.
Role
Architected citation, retrieval, and evaluation systems for an agentic local-government platform.
Outcome
Supported technical demos at ICMA 2025 that contributed to 200+ qualified municipal contract leads.
Technical Approach
- Built a research citation engine with confidence scoring and fuzzy source matching
- Implemented LLM-as-judge evaluation flows for orchestrator quality checks
- Engineered SQL-backed agent actions for natural language database operations