An AI-driven forecasting tool that uses sensor data and predictive modeling to anticipate potential pollution events and microbial failures. It would identify areas at high risk and recommend preventative measures or alternative remediation strategies. This will allow governments and companies to prepare and respond to environmental threats more effectively in times of large systematic collapse of the pollution industry.