Acrobatic gymnastics has evolved to a structured, internationally regulated competitive sport under the auspices of the International Gymnastics Federation (FIG). Yet, despite its long-standing history and increasing international interest, acrobatic gymnastics has struggled to gain wide acceptance especially in regard to its existence in the Olympic Games. The real challenge lies in spatial inconsistencies of the governance framework, limited academic research and variations of institutional investments across different regions. This thorough historical and analytical study of acrobatic gymnastics spans its evolution from early cultural performances to a programmatic competitive discipline today. Combining historic document analysis, bibliometric research, expert interviews, and case study assessments, we develop a multi-faceted investigation of the key issues of institutional governance, competitive success factors, and regional research differences. It emphasises ongoing governance issues such as differing criteria for judging, the absence of a standardised coaching framework, and insufficient funding for research in several parts of the world. The research project also highlights that nation-states with programs designed to conduct sports research and develop athletes, like Russia and China, have continued to outperform competitors in international acrobatic gymnastics competitions. Based on data till October 2023, bibliometric analysis also shows that acrobatic gymnastics is significantly underrepresented while compared with other gymnastics disciplines, and the number of studies is clustered in Europe and North America, while very little is known from Asia, Latin America, and the Middle East. “AI-assisted judging systems if needed and available, more funding on sports science research, and increased international collaborations are critical to ensure fair competition and institutional growth,” the study noted of its recommendations. By filling these gaps, this study will contribute to the development of an understanding of acrobatic gymnastics as a supported global Olympic discipline and help practitioners, policymakers, authors, and researchers alike. Insights gained from the study have wider implications for the ongoing discussion surrounding governance in sports, the optimization of athletic performance, and the implications of artificial intelligence to maintain fairness in competitive sports.