We have an unprecedented opportunity to run A/B tests with online users and innovate more quickly based on actual user response. Microsoft needs to shift the culture from planning the exact features to planning a set of possible features, and letting customers guide us -- Ray Ozzie, Chief Software Architect Our Mission is to accelerate software innovation through trustworthy experiment