Financial management in large-scale energy projects is complicated by extended construction timelines, multistakeholder governance, and volatile macroeconomic conditions. Existing approaches tend to deploy artificial intelligence and financial technology as independent tools, leaving a gap in how predictive analytics can be operationally linked to financial execution. This study proposes an AI-driven FinTech integration framework comprising four layers: data infrastructure, AI analytics, FinTech