Advances in technology and data science are driving the evolution of exposure assessment software. Integration of machine learning and artificial intelligence is improving predictive accuracy. Cloud-based platforms are enhancing accessibility and collaboration among researchers. Moreover, the incorporation of real-time data from wearable devices is providing more precise and personalized exposure assessments.