wePool AI is a decision support software that leverages sociodemographic & healthcare data to significantly increase COVID-19 testing capacity by up to 300% by saving up to 66% of testing kits. Using AI, the platform predicts which samples are most likely to be COVID-19 negative and recommends to test them jointly. This minimizes the inefficient retesting that is needed today when a positive sample is found in an otherwise negative test group.