Techniques for performing ray tracing operations are provided. The techniques include identifying bounding-box-surface-area-weighted centroid of a group of primitives associated with a bounding box of a bounding volume hierarchy (“BVH”); generating candidate splits at the centroid, the candidate splits defining geometry subgroups; identifying a candidate split having a lowest surface area bounding box; and generating nodes for the BVH that include geometry of the geometry subgroups of the identified candidate split.