FoodborneChicago.org is a new way to help protect Chicago from food poisoning. When residents use Twitter to post about their illness, we use Machine Learning to pinpoint real cases of food poisoning and reply back with a link that allows the resident to submit a report to the Chicago Department of Public Health to investigate the establishment for possible food related illness.