In the realm of agriculture, timely and accurate information can be the difference between a bountiful harvest and a failed crop. SPROUT addresses this critical need by offering an innovative platform that combines the power of AI with cutting-edge technologies like NDVI image analysis, multimodal data synthesis, and retrieval-augmented generation (RAG) to deliver real-time insights into crop health and disease diagnostics. Our target audience includes farmers, agronomists, and agricultural enterprises seeking to leverage technology for enhanced decision-making. By utilizing tools such as Vertex AI for disease classification and vector search, LangChain with LlamaIndex for nuanced query responses, and Multimodal RAG for image analysis, SPROUT offers a comprehensive solution that goes beyond traditional farming applications. One of SPROUT's unique features is the incorporation of CLIP, Hugging face Embeddings and Fuyu-8b models, which empower the platform with exceptional understanding and analysis of both textual and visual data. Our evaluation with TrueLlama and TrueChain ensures that the responses and solutions provided are not only accurate but also constantly improving. In an industry where precision and efficiency are paramount, SPROUT stands out by offering a seamless and intuitive interface through Streamlit, ensuring that our sophisticated technology translates into tangible benefits for users across the globe. With SPROUT, farmers can optimize their practices, reduce environmental impact, and secure their crops' health and productivity, ushering in a new era of sustainable and informed agriculture.