Like IVF, Annoy partitions the entire embedding space into high-dimensional polygons. The difference is how the two algorithms do it - IVF (https://zilliz.com/learn/vector-index) uses centroids, while Annoy (https://zilliz.com/learn/approximate-nearest-neighbor-oh-yea...) is basically just one big binary tree.