# Alpha Generation

The Alpha Shift: China’s Financial AI Moves Beyond Chatbots to Real Research Productivity

China's financial AI sector is pivoting from general assistants to integrated research agents capable of generating investment Alpha. New industry benchmarks and ecosystem programs highlight a strategic shift toward measuring AI performance and establishing clear data ownership and value distribution models.