Why Harbor

Real commercial egocentric data—with full chain of custody

Internet corpora and synthetic scale cannot substitute for first-person work in the environments where physical AI must operate. Harbor captures that signal and preserves the provenance enterprise teams need to trust it.

The problem

AI needs more than internet data.

Scraped and synthetic data miss long-horizon commercial workflows, skilled recovery strategies, and the contextual metadata that separates a demo from a deployable system.

The solution

Commercial egocentric capture with Harbor Passport

Consented multimodal streams from real work environments, bound to persistent identity and integrity at capture—then validated and delivered with audit trails enterprises can defend.

Read Harbor Research

Process

Capture. Passport. Validate. Deliver.

Capture

Provenance-rich multimodal streams — synchronized video, spatial audio and sensor data — collected in real commercial environments under explicit consent.

Harbor Passport

Persistent identity with consent, longitudinal history and capture integrity attached to every asset.

Adaptive Validation

Domain-matched specialists applying operational rubrics matched to the environment, not generic labeling pools.

Enterprise Delivery

Structured manifests, quality scores and full audit trails ready for foundation-model training pipelines.