Integrating Artificial Intelligence (AI) into Bangladesh's agricultural sector is essential to prepare the nation for future industrial revolutions, particularly due to its substantial economic reliance on agriculture. This article examines the possible effects of artificial intelligence (AI) on the agricultural supply chain, emphasizing the difficulties and possibilities it brings. The text provides an overview of the existing condition of agriculture in Bangladesh, highlighting the inefficiencies that could be resolved via the use of AI. These inefficiencies include the squandering of resources and logistical challenges. The report assesses the preparedness of Bangladesh to embrace artificial intelligence (AI), taking into account aspects such as digital infrastructure, technical expertise, and regulatory framework. Financial restrictions and limited access to technology are obstacles that impede the mainstream use of AI, despite its clear advantages. The report conducts an extensive examination of existing research and analyses primary data to identify the main obstacles and necessary actions for incorporating AI into the agricultural industry. The research findings indicate that the implementation of AI in Bangladesh's agriculture sector has the potential to greatly improve productivity, sustainability, and resilience. This makes AI a crucial factor for future economic growth and ensuring food security.