Expert Network
Join the Expert NetworkHarbor matches domain specialists to frontier programs—not generic annotators to whatever queue is open. Contribute judgment where your expertise is the highest-leverage input.
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 drives model quality.
Frontier impact
Support programs across robotics, vision, industrial AI, healthcare, and multimodal systems.
Open programs
Projects aligned to Expert Network applications and industry demand.
Robotics & Physical AI
Train physical systems with real-world intelligence.
Worldwide • Remote Expert Network
Apply →Industrial & Manufacturing AI
Build safer, smarter, and more efficient operations.
Worldwide • Remote Expert Network
Apply →Wearable AI
Capture human activity at the point of experience.
Worldwide • Remote Expert Network
Apply →Computer Vision & Video Intelligence
Transform visual data into actionable outcomes.
Worldwide • Remote Expert Network
Apply →Financial Services
Operate with confidence across risk, compliance, and analysis.
Worldwide • Remote Expert Network
Apply →Healthcare & Life Sciences
Accelerate research, validation, and decision-making.
Worldwide • Remote Expert Network
Apply →Agentic AI & Evaluation
Validate performance before it reaches production.
Worldwide • Remote Expert Network
Apply →Where your expertise fits
When model quality depends on expertise, Harbor delivers the right specialist—not the nearest available annotator.
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.