With climate instability increasingly impacting global energy systems, artificial intelligence is becoming an essential instrument for connecting weather forecasting with the provision of renewable energy. As global organizations adopt AI-based climate insights, the emphasis is moving from reactive measures to proactive initiatives. This developing strategy emphasizes how AI can enhance renewable energy planning, improve grid resilience, and foster policy coordination, allowing nations to convert climate data into dependable, scalable clean energy results.