Narwal introduced robot vacuums with AI features that can monitor pets, recognize misplaced toys, switch to quiet mode near a crib, and identify valuable objects such as jewelry, TechCrunch reported on January 5th. The company's Flow 2 uses two 1080p cameras and object-recognition models to map a home. It first tries to identify objects locally, then sends data to the cloud when it cannot find a match. The product is sold as cleaning equipment, but its new pitch depends on watching the domestic floor as a field of signs.

The domestic sensor enters the house low to the ground. It sees what falls, what moves, what rests, and what the family forgot to pick up. That position is useful because the home is full of small emergencies: a pet out of place, a toy near a crib, a ring under a table, dirt that needs a second pass. It is also intimate because those details form a household biography. The vacuum learns the crib's location, the pet's corner, the difference between clutter and value, and the route between them. Assistance arrives as classification. The room is cleaned, but it is also translated into zones, objects, habits, and alerts.