Do robot vacuums work on dark floors?

They often fail. Many models use infrared cliff sensors that mistake dark surfaces for drop-offs, causing the bot to stop or refuse to clean. Newer models with camera-based navigation handle dark floors better, but most budget and mid-range vacuums struggle. Check reviews for your specific model and floor color before buying.