Forestry has a profound impact on environmental protection, economic development, and social welfare. With the improvement of global environmental protection awareness, the construction of platform supply chain of forest products has become the core driving force to promote sustainable development of forestry. Studying the resilience of supply chain of platform of forest products is of great importance to solve the contradiction between economic development and natural ecosystem protection. However, the existing resilience evaluation methods are not suitable for the dynamic and complex performance evaluation of the current forest products platform supply chain. Therefore, in order to make up for this shortcoming, this paper evaluates and analyzes the supply chain resilience of the forest products platform based on AI recommendation and extension theory. Firstly, this paper combined the characteristics of forest products and used AI recommendation technology to build a forest products platform supply chain resilience performance evaluation index system. Secondly, the AHP method was used to calculate the index weight, and the resilience evaluation model of the platform supply chain of forest products was constructed. Finally, in order to ensure the authenticity and credibility of the evaluation results, three practical cases were analyzed to illustrate the resilience level of the platform supply chain of forest products, and the effectiveness of the application of AI recommendation and extension theory in the resilience performance evaluation of forest products platform supply chains was verified. The scientific value of this paper is that it provides a new idea and a new method for the resilience performance evaluation of the forest products platform supply chain and makes theoretical and practical contributions to the fruitful application of AI recommendation in the supply chain field. In addition, this study also provides a new practical guideline for protecting the natural environment and realizing the sustainable development of forestry.