The Planetary Prediction Engine (PPE) is an autonomous AI system that enables rapid, customized, expert-level deployment of planetary-scale analytics. PPE synthesizes multimodal datasets on the fly, fuses them with geospatial foundation model embeddings, and searches over task-tailored model architecture families. This reduces the technical barrier to planetary-scale analytics, addressing critical global challenges such as food security and disaster risk.