this vacuum is exceptionally smart.  it doesn't hit walls or any other obstacles, and it's mapping feature works perfectly.  my floors are 10 times cleaner than before!  and in addition to that, i just have to tell my smart speaker to turn on my vacuum, and then just ignore it until it's done.  supper quiet! super efficient!  super clean!