To cope with the current complex international situation, especially to gain a competitive advantage in the fierce market competition, China needs to fully activate its innovation drive and develop new quality productive forces. Against the backdrop of green economy gradually becoming the core competitiveness of the country, the huge scale of the green market has become an important driving force for national technological innovation activities. Through comparative analysis, it is found that the problem of “pressure-power” transformation is a typical characteristic of green driving force in technological innovation. In the process of converting environmental pressures into technological innovation drivers, will face challenges brought by the dynamic optimization of pressure, dynamic balance of supply and demand, and dynamic adaptation of market demand with technological breakthrough directions; The advantages of artificial intelligence, such as real-time perception and response, autonomous learning and reasoning, complex dynamic system control, uncertainty management, and multi-agent collaboration, provide more efficient solutions for dealing with dynamism; At the policy level, should pay attention to the policy design concept of “flexible architecture+intelligent regulation”, policy modular design mode, and using AI to form a “pressure-power” agile transformation chain, in order to improve the intelligent “perception-decision-action” system.