The primary use cases I’ve seen implemented or promoted so far include:
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Source: Computational Materials Science, Volume 267
Point lookups are useful, but the operation you'll reach for more often is a range query: give the tree a rectangular region and retrieve every point inside it, without scanning the entire dataset.