Each row is one method benchmarked on one dataset, comparing AutoZyme's optimized path against the upstream baseline. Speedup is wall-clock ratio. Concordance is a method-appropriate similarity metric between optimized and baseline outputs (ARI for clusterings, correlation for embeddings and normalized data, Jaccard for marker lists).