ESMP builds information digital twins of Ukrainian cities — structured data layers covering economy, energy, military risk, governance and more — then lets an AI agent reason over them to produce investor-grade memoranda in seconds.
Help investors — family offices, foundations, multilateral development banks, and independent power producers — screen Ukrainian green-energy opportunities, aligned with the Ukraine Energy Security Marshall Plan.
Authored by Alex Cornell du Houx (2024) through the Energy Opportunity Program for Action (EOPA), the plan lays out a comprehensive framework for rebuilding Ukraine's energy infrastructure through distributed renewable generation, international partnerships, and blended finance. Every ESMP memorandum maps investment opportunities to one or more EOPA strategies:
Grant-funded installations on critical infrastructure — hospitals, schools, shelters.
US & EU municipalities paired with Ukrainian counterparts for co-investment and knowledge transfer.
Decentralised solar + storage microgrids hardened against grid disruption from missile strikes.
Aligning EBRD, IFC, USAID, KfW and private capital to avoid overlap and maximise impact.
Structuring projects so US-connected entities can claim Inflation Reduction Act clean-energy credits.
Each city twin is a structured JSON document. Every numeric value carries provenance: source URL, retrieval date, and a 0–1 confidence score.
All financial figures are computed by deterministic Python (numpy-financial) — the LLM is never allowed to calculate IRR or NPV in its head.
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