The current wave of technological revolution and industrial transformation is flourishing, with technological innovation emerging as a key variable. As the driving force behind technological innovation, science and technology enterprises are the core power supporting high-quality development and technological self-reliance. To accelerate the cultivation and development of technology enterprises, the “Enterprise Innovation Credit System” takes national high-tech zones as its working carrier and utilizes the quantitative evaluation of enterprise innovation capabilities to explore a new type of science and technology policy tool to support enterprise innovation. This paper investigates and analyzes the new path of empowering high-tech zones to accelerate the cultivation and innovation development of technology enterprises through innovation credits, introduces typical working practices, and puts forward relevant work suggestions.