Robot vacuums have surged from a few trusted brands to a crowded field of manufacturers racing to outdo each other with new features.

Let these top-performing machines take care of the dirty work.

The most important feature of a robot vacuum is how well it picks up dirt. Suction power is a factor, and you’ll find lots of robot vacuums advertising suction strength in units of pascals or Pa. High ...