This section presents an analysis of the detection performance across the four layers, each incorporating distinct mechanisms to identify Sybil agents. Metrics such as True Positive Rate (TPR), False Positive Rate (FPR) and Area Under the Curve (AUC) are used to evaluate effectiveness across multiple simulation runs. This chapter evaluates the implemented artifact against the objectives defined in the research design and the metrics mentioned in the methodology.