Expert Network
Domain specialists matched to frontier programs on demand.
Join the Expert NetworkAlready activated? Expert sign in →Harbor places vetted experts where their judgment has the highest leverage—evaluation, validation, red teaming, and review—not generic annotation queues.
Why join the network
Operate on your terms
Accept projects when capacity allows. Harbor matches work to verified domain expertise.
Choose high-signal work
Evaluation, validation, annotation, and review tasks where expert judgment directly improves model performance.
Frontier impact
Support programs across robotics, vision, industrial AI, healthcare, multimodal, and agentic systems.
Open Programs
Projects aligned to current Expert Network demand. Apply directly.
Robotics & Physical AI
Real-world intelligence for robots outside the lab.
Worldwide • Remote Expert Network
Apply →Industrial & Manufacturing
Operational signal from the line.
Worldwide • Remote Expert Network
Apply →Computer Vision
Visual intelligence for live environments.
Worldwide • Remote Expert Network
Apply →Wearable AI
First-person data at the point of experience.
Worldwide • Remote Expert Network
Apply →Automotive & Autonomy
Multi-sensor capture and expert QA.
Worldwide • Remote Expert Network
Apply →Healthcare & Life Sciences
Expert-validated governed programmes.
Worldwide • Remote Expert Network
Apply →Agentic AI & Evaluation
Human judgment before production.
Worldwide • Remote Expert Network
Apply →Where your expertise fits
When quality depends on expertise, Harbor delivers the right specialist — matched to your domain.
Evaluation & validation
Rate outputs, enforce rubrics, and validate model behavior on domain-specific tasks.
Annotation & review
Label multimodal data, review model responses, and improve training signal quality.
Specialized domains
Programs span Robotics, Computer Vision, Industrial Operations, Manufacturing, and more as client demand scales.