This study developed an automated system leveraging the Llama 3.1 8B large language model, specifically designed for generating sustainability reports. The results indicate that, while the model performed well on the training data—demonstrating high accuracy and low loss—its generalization capabilities still require enhancement. This research not only demonstrates the feasibility of using large language models to automatically produce professional sustainability reports but also provides valuable methodological insights and a technical foundation for future studies in related fields.