The automotive industry is undergoing a paradigm shift with the integration of Additive Manufacturing (AM) technologies, presenting new opportunities and challenges. The study undertakes a focused exploration of existing frameworks guiding the adoption of AM technologies within the automotive manufacturing environment. The study aims to critically analyse these frameworks, providing insights into their applicability, strengths, and limitations. It encompasses a comprehensive literature review, evaluating key drivers, challenges, and opportunities in the context of AM adoption in the automotive sector. By synthesizing and critically examining relevant scholarly works, this review aims to provide a comprehensive overview of the frameworks used to facilitate the successful incorporation of additive manufacturing in automotive manufacturing processes. the study illustrates the practical applications of AM, emphasising its transformative potential in prototyping, end-use parts production, and customisation. The review serves as a comprehensive resource for researchers, practitioners, and automotive industry stakeholders seeking insights into the adoption of additive manufacturing technologies. By examining and synthesising the current state of knowledge, this review provides a foundation for informed decision-making and future research in the dynamic intersection of additive manufacturing and the automotive industry. The study concludes by providing practical recommendations for automotive manufacturers, policymakers, and stakeholders based on the findings, with a specific focus on strategic decision-making for successful and sustainable AM adoption.