Abstract Objectives Regenerative medicine has emerged as a revolutionary field with the potential to restore damaged tissues and organs, significantly impacting both general and dental health. Despite significant advancements, the field of regenerative dentistry remains underdeveloped in terms of practical implementation and scientific application. This review examines the current advancements in regenerative dentistry, emphasizing the pivotal role of stem cells, particularly oral stem cells, in the regeneration of dental tissues. It also explores the integration of scaffolds and growth factors to understand their synergistic effects in tissue engineering. Materials and methods A thorough analysis of contemporary scientific literature was conducted to review advancements in regenerative dentistry, focusing on the role of oral stem cells, the integration of scaffolds, and growth factors. This included peer-reviewed journal articles, conference proceedings, and relevant studies from databases such as PubMed, Scopus, and Web of Science. Results Significant progress has been made in the development of biomaterials and scaffold designs for dental tissue engineering. Oral stem cells show promise in regenerating dental tissues when used in conjunction with scaffolds and growth factors. However, challenges remain in clinical translation, including complexities in stem cell differentiation, scaffold biocompatibility, and the controlled release of growth factors. Conclusions Oral stem cells present a promising avenue for dental tissue engineering and regenerative medicine. Overcoming existing challenges requires coordinated efforts in research, clinical application, and regulatory frameworks. Future research should focus on optimizing differentiation protocols, enhancing scaffold designs, and addressing ethical and regulatory issues to fully harness the therapeutic potential of regenerative medicine in dental practice. Clinical relevance This review provides a comprehensive framework for scientists and clinicians aiming to translate oral stem cell research into practical therapies for dental tissue regeneration and repair, highlighting the progress made and future directions in this evolving field.