The future of monitoring systems in toxicology is likely to be driven by advancements in AI and machine learning. These technologies can enhance the predictive capabilities of monitoring systems, allowing for more accurate forecasting of toxic events. Additionally, there is a growing trend towards the development of portable and user-friendly monitoring devices, which can empower individuals to monitor their own exposure to toxins. The integration of monitoring data with health informatics systems is also expected to improve the management of health risks associated with toxic exposure.