I would design a RESTful API endpoint that accepts a vector as input and returns a list of nearest neighbor IDs along with their distances. To ensure efficiency, I’d use a strategy like approximate nearest neighbors through algorithms like HNSW or Annoy, and include parameters for the number of neighbors and distance metrics.