Use cases

Focused AI hardware categories for early validation.

We start from the operating environment, user decision and production intent, then choose the hardware route around it.

AI camera

Vision devices that need local intelligence

Pet, baby, eldercare, creator, retail and industrial cameras that need event detection, privacy, low latency or lower cloud cost.

AI toy

Interactive devices that combine microphone, speaker, camera, wireless connectivity, battery and AI behavior into a physical demo.

Wearables

Glasses, pins, neck devices and compact sensing products that balance size, battery, heat, comfort and real user value.

Existing products

A practical route for brands that have a product line and need to validate camera, sensor, firmware and AI upgrades.

Retail / industrial

Shelf, counting, anomaly, safety and inspection concepts designed around field conditions and operator workflows.

Pilot path

For teams that need the POC to connect directly to EVT planning, sourcing, test fixtures and pilot production.