A single collaborative and self-organizing agent (CSOA) represents a single system capable of ingesting local data and performing unsupervised machine learning and self-organization. Multiple CSOAs work collaboratively in a peer-to-peer network. Each agent has a peer list. Such multiple agents’ collaboration can be modeled as cooperative games following quantum theories such as the quantum adiabatic evolution transformation (QAET), and quantum intelligence game (QIG) or the QAET-QIG framework. We first establish the theory of the QAET-QIG framework, and then apply it to predict the impact of the business news to companies’ financial performance. The QAET-QIG framework achieves an accumulative 10% return where the market indexes are negative for a period of four months.