The need to develop suitable, environmentally sustainable solutions for managing food waste is continuously rising. Businesses have a growing environmental consciousness, leading to an increased emphasis on waste management practices. Businesses are leveraging cutting-edge technologies, like microbial fuel cells, the Internet of Things, and thermal hydrolysis, to enhance food waste management. ML algorithms and predictive analytics are used in AI food waste management technologies to optimize the reduction of food waste and utilization of resources. AI algorithms can analyze and determine patterns and optimize strategies to reduce waste.