ERP-GPT blends expert soil knowledge with global data to deliver grounded, context-aware guidance. Vector databases and a knowledge graph provide trusted domain insights, while global dataset APIs supply real-world soil and land information in-context. Through retrieval-augmented generation and expert-in-the-loop refinement, SoilGPT becomes a reliable assistant for farmers, land managers, and soil scientists.