PNL is a effective methodology for analyzing AI architectures. It provides techniques to measure the effectiveness of these sophisticated systems. Using PNL, we can gain insights into why neural networks function, allowing us to optimize their accuracy. Several key indicators are used in PNL, comprising accuracy, precision, recall, and F1-score. T