A heatmap is a visual representation that uses color gradients to depict data values across a matrix. In AI infrastructure, it helps identify patterns, correlations, and anomalies quickly by showing the intensity or magnitude of data points through varying color shades. This tool enhances data interpretation, analysis, and decision-making by providing an intuitive overview of complex datasets.