Captured in Unsimulated Environments

Authentic Data,
Captured in the Wild

These are not simulations. Every frame is recorded during actual, high-stakes trade jobs in unsimulated residential and utility environments. This is the rarest form of training data—representing the "messy" reality that your models will face in the real world.

The "Why" Behind the "How."

We don’t just capture motion; we capture intent. Every dataset is produced by a licensed professional with over 10 years of experience, ensuring 100% technical accuracy.

Synchronized multimodal streams (Video + Narrated Audio) provide the reasoning logic necessary for advanced imitation learning.

Licensed. Compliant. Risk-Free

All data is captured under a valid California C20 HVAC Contractor License (held since 2012).

We solve the industry's biggest hurdle by providing 100% legally obtained and fully anonymized data, removing all ethical and liability risks for AI labs.

Data Anonymization Standards.

Face Blurring

All human faces appearing in the frame (technicians, clients, or bystanders) are automatically detected and blurred.

Identity &
Document Masking

Any sensitive documents, ID cards, or personal paperwork visible in the environment are masked.

Location Privacy

Specific house numbers, street signs, or identifiable vehicle license plates are removed or blurred to protect the privacy of the collection site.

Voice Scrubbing

Background conversations unrelated to the technical task are filtered, leaving only the expert's technical narration.