The traditional cross-section form of the current electric truck frame impedes the further exploration and lightweight potential of the frame's overall mechanical performance. This paper introduces a method that integrates the Analytic Hierarchy Process (AHP) with the Criteria Importance Through Intercriteria Correlation (CRITIC) to establish interactive weights for multi-objective joint topology decision-making in frame design. It involves devising a novel, extrusion-compatible structural design for the frame's longitudinal and cross beams using aluminum alloy 6061T6 material. In comparison with a steel frame of an electric truck, this novel aluminum alloy frame, designed using the multi-objective joint topology optimization method combined with dimensional optimization, not only enhances the overall mechanical performance but also achieves a weight reduction of 36%. The interactive decision-making method, a fusion of AHP and CRITIC proposed in this study, can offer valuable guidance for the lightweight design of complex mechanical structures.