In recent years, the use of recommendation systems has become ubiquitous in various fields, and it is changing the way people make decisions. This phenomenon is especially evident in consumer-facing industries, where recommendation engines are becoming increasingly essential for companies to keep up with rising client expectations, handle information overload, and reduce costs.