Real world data.Engineered for the next era of AI.

HarborML collects and annotates high-quality audio-visual datasets from real commercial environments—purpose-built for physical AI and foundation model teams.

Worker in a commercial industrial environment reviewing equipment

Data that powers industries

From complex operations to intelligent systems.

Manufacturing

Logistics

Food & Beverage

Automotive

Construction

How it works

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Capture

Real-world audio & video captured in operational environments.

Harbor Passport

Persistent identity, consent, and capture integrity on every asset.

Adaptive Validation

Domain-matched specialists applying operational quality rubrics.

Enterprise Delivery

Structured datasets delivered to power real-world AI pipelines.

Global reach. Real impact.