The k-value at that point is often a good choice. This is called the "elbow" technique. An alternative for clustering mixed categorical and numeric data is to use an old technique called k-prototypes ...

Clustering algorithms are a powerful form of AI that can be applied to business challenges from customer segmentation to fraud detection.