aspg-3-2560-1791419716 20261008003516 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Fusion: Practice and Applications FPA 2770-0070 2692-4048 2024 15 1 Monalin Pal CMR University (CMRU), Bangalore, India Rubini P. CMR University (CMRU), Bangalore, India Autism spectrum disorder (ASD) is a neurological and developmental condition impacting individuals' interactions with others, communication, learning, and behavior. While autism can be identified at any point in life, it is characterized as a "developmental disorder" due to the typical onset of symptoms within the initial two years of life. As individuals with ASD transition from childhood to adolescence and young adulthood, they might face challenges in establishing and having friendships, communicating with both peers and adults, and understanding the expected behaviors in education or work. The current study introduces a novel approach for suggesting the right behavioral strategy to assist Autistic Spectrum Disorder with the help of supervised BERT (Bidirectional Encoder Representations from Transformers). Our model achieved an accuracy of 88% with the help of BERT to predict the right behavioral trait. This research demonstrates cost-effectiveness and efficiency in offering recommendations for ASD, making it suitable for applications requiring near real-time outcomes. 2024 120 127 2560 https://creativecommons.org/licenses/by/4.0/ 10.54216/FPA.150110 https://www.americaspg.com/journal/3/article/2560 https://www.americaspg.com/storage/41709671668.pdf