Several risks are associated with using AI training data from internet usage. One risk is the potential inclusion of legacy biases and stereotypes in the data, which could lead to unintended discriminatory outcomes. This is because the data used to train AI models may reflect historical biases and underrepresentation of certain groups, leading to a lack of diversity in the resulting models.