Who it serves
AI teams, robotics companies, and operators who need reliable first-person and workplace data.
AI information
Harbor turns real work into usable AI data.
Harbor is a governed real-world multimodal dataset network. We work with people and businesses in high-value environments to capture, review, and package evidence that models cannot learn from the internet alone.
What it captures
Defined tasks with consent, safety rules, metadata, and quality review.
Why it matters
Production systems need representative data from the places where they will actually operate.
Automotive workplace tasks
Oil and filter changes
Tyre rotation, mounting, and pressure checks
Brake pad and brake service
Fluids and coolant
Wiper and air-filter replacement
Jump-starts and battery service
Wash and interior wipe
Inspection and diagnostics
How Harbor qualifies a market
- ✓ Headquarters in the target country
- ✓ Usually 20 or more employees
- ✓ Independent operator or a small regional group
- ✓ A physical service, repair, parts, tyre, or inspection activity
- ✓ No rental fleet, insurer-only, OEM plant, or 20+ site conglomerate
Current research markets
South Africa
Independent garages, tyre fitment, dealerships, inspection, parts, and truck workshops.
VietnamGarages, tyre and inspection operators, and automotive service businesses.
MalaysiaDealer service bays, independent garages, tyre fitment, brakes, and parts.
IndonesiaBengkel, dealer workshops, tyre service, inspection, lubricants, fleet, and parts.