Eduslot is a modern solution designed to optimize classroom and laboratory bookings in educational institutions, making the allocation of resources more efficient and minimizing administrative burdens. It offers teachers an intuitive interface to easily reserve available spaces while providing them with personalized recommendations based on their past booking patterns.Eduslot makes it possible by using advanced algorithms like Cosine Similarity and Custom Lab Recommendation Algorithm to analyze booking history in order to serve relevant recommendations, ensuring best resource usage and avoiding scheduling overlaps. An important feature of Eduslot is the automating management of teacher’s absence that automatically allocates substitutes on marking the absences of teachers. This system contains a Priority-Based Teacher Selection Algorithm, ranking the potential substitutes according to their qualifications, availability, and compatibility with the class requirements to maintain the quality of instruction. To further increase efficiency, Eduslot uses a Greedy Teacher Selection mechanism for quick and fair allocation of substitutes. These integrated systems do not require manual intervention, saving time and making the workflow smooth for administrators. In turn, Eduslot intelligent design is flexible enough to tailor up to the needs of institutes, with diverse teaching time tables and complex resource-allocating challenges. Processes are simplified, and access to resources is made uniform by combining personalized booking recommendations with automated absence management in the platform. It further strengthens the user experience for the teaching and administrative staff while keeping things organized and productive in learning. Eduslot’s approach to scheduling and absence management is revolutionary for educational institutions, which allows them to focus on providing quality education without being weighed down by logistical complexity. The incorporation of advanced algorithms and practical design in Eduslot transforms the traditional scheduling system into an easy-to-use, streamlined solution that improves resource utilization and supports institutional goals.