Why are AI companies buying books? AI companies are purchasing used books to train large language models, following a court ruling earlier this year that buying and destroying physical books for AI training constitutes fair use under copyright law. AI companies are buying used books to help train their large language models. As part of a copyright settlement earlier this year, courts ruled that buying physical books and destroying them for AI training is technically fair use.