TraceGraph is a new framework that enhances the evaluation of multi-model agent trajectories by creating shared decision landscapes, revealing hidden navigation differences and improving recovery strategies. This innovation could lead to more effective benchmarking and development of AI agents, particularly in identifying and addressing failure regions.