To improve the application of cloud service platform and solve the problem of low efficiency in the existing multi-objective design evaluation method, a multi-objective creative design evaluation method for industrial design cloud service platform was proposed. Based on the existing multi-objective evaluation method and cloud service platform, the importance of design objectives in the process of networked collaborative design was quantified accurately. The conflict elimination mechanism and the fuzzy evaluation mechanism were introduced in this method, and a set of multi-objective creative design evaluation process model was established. The evaluation target system of multi-objective creative design was built, and the creative design plan was further created for the industrial design cloud service platform. The three-layer quantitative model of scheme parameters optimization based on the quality function configuration was constructed. In the case of conflict, the multi-objective particle swarm optimization algorithm of decision preference was used to resolve the conflict. By taking the yacht evaluation of cloud service platform as an example, the feasibility and effectiveness of the method were verified by comparing with other methods. © 2019, Editorial Department of CIMS. All right reserved.