This thesis presents a design and implementation of a web-based hotel reservation system that incorporates the application of artificial intelligence in search and discovery. The system gives the user the ability to use natural language queries rather than conventional filters, enhancing the usability and accessibility of the system. It offers instant availability verification, a multi-step booking system, and an individual dashboard to manage the reservations. The system is multilingual and proves the effective combination of the latest web technologies with AI services. The findings indicate that AI-assisted hotel discovery can greatly improve the user experience and make the process of planning a trip easier.