In clinical practice, artificial intelligence driven decision support is emerging as a valuable tool for the early diagnosis of pediatric bacterial pneumonia. As high-quality, multicenter datasets continue to grow and model interpretability improves, artificial intelligence is expected to become increasingly important in managing pediatric bacterial pneumonia.