Digital business model innovation plays a crucial role in the growth of high‐tech small and medium‐sized enterprises (SMEs). In this research, we introduced tripartite evolutionary game models that include the government, venture capital (VC) institutions, and high‐tech SMEs, operating within the context of government venture capital. Within the scenarios of government revenue and loss compensation, we assess the evolutionary stable strategies of each stakeholder and analyze variations in the evolution results. Using numerical simulation, we investigate how factors impact players' strategic choices and the evolution of the system. The findings indicate the presence of an indirect transmission mechanism among players' strategic choices, which collaboratively stabilizes the game system. Furthermore, we investigate the policy consequences of various compensation mechanisms and find that high‐tech SMEs' strategic choices are not influenced by these compensation approaches. However, the incentive effects of different compensation on the government and VCs' investment strategies vary. Revenue compensation is more favorable for VC institutions but places a greater financial burden on the government. In contrast, loss compensation is a more efficient approach for the government. This study offers valuable insights for the management and operation of government venture capital funds, and the advancement of digital business model innovation for high‐tech SMEs.