At 33k items in memory is quite fast, 10 ms is very responsive. With 10x/330k items given same hardware the expected time is 1 second. That might be too slow for some applications (but not all). Especially if one just does retrieval of a rather small amount of matches, an index will help a lot for 100k++ datasets.