Vamstar：2025年AI赋能仿制药行业业务发展转型白皮书（英文版）

We highlight Vamstar’s AI capabilities as a case example of this transformation – focusing on technical insights and real-world applications. Real case studies illustrate how top generics companies have leveraged AI for competitive advantage, such as boosting tender win rates and accurately forecasting post-LOE market dynamics. We also delve into the AI models and machine learning techniques underpinning these solutions, from natural language processing (NLP) to timeseries forecasting a