Think about your home's layout and your cleaning needs. If you have a lot of carpet, look for a robot vacuum designed for that. If you have pets, find one that specializes in picking up hair. Also, consider features like battery life, whether it can map your home for more efficient cleaning, and if it works with your smartphone or smart home system.