Bird is developing machine learning prediction products at the wallet level to empower dApp developers in creating the future Web3.0 UX. These products will be accessible through a permissionless, decentralized on-chain oracle. By integrating with Bird's products, developers can offer variable defi loans or launchpad investment terms based on Bird's analysis of the wallet's past behaviors and off-chain data streams.

In the past, behavioral prediction products have fueled the growth of Web2.0 companies like Google and Facebook. However, centralization has resulted in power and profit disparities. By combining the power of ML with open and decentralized technologies, Bird aims to create a new tech business model. The community, represented by token holders, will make operational decisions regarding the use of sensitive data and the analysis of user behaviors. Community profit-sharing will align the long-term incentives of Bird administrators and ecosystem users.