Human Intelligence,
Infrastructure for AI
Harbor is the only platform built to run the full intelligence loop—real-world capture with self-annotation, domain-matched expert judgment, and eval-ready delivery on one operational layer. No vendor stitching. No broken provenance.
250,000+
in the contributor network
3M+
Processing endpoints weekly
Programmes built for production reality
Harbor runs capture, expert review, and delivery across the verticals where frontier teams stake their models—one operational layer, end to end.
Robotics & Physical AI
Real-world intelligence for robots that operate outside the lab.
Harbor sources manipulation, perception, and floor dynamics where physical systems actually work—qualified capture, expert judgment, eval-ready delivery.
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Built for frontier AI.
Operational intelligence at scale.
Most AI programs fail when data, expertise, and operations live in separate tools. Harbor unifies all three—so teams building robotics, vision, wearable, and agentic systems ship with data they can trust.
Intelligence, built as one system.
Most vendors sell a piece of the work. Harbor unifies capture, expert judgment, and eval-ready delivery on a single operational layer—because production teams cannot stitch vendors together and ship.
Self-annotation at capture
Contributors add structured context on-device at the moment of capture. That is Harbor’s quality multiplier—competitors rebuild metadata weeks later in annotation projects.
One platform, full loop
Data Network, Expert Network, and Managed Programs run on shared infrastructure. Harbor is the only partner that sources, validates, and delivers without handing you off to the next vendor.
Wearable-first real-world signal
Egocentric POV, natural failure modes, and edge cases phone uploads cannot produce. Wearable capture is our flagship wedge—and where Harbor delivers signal others simply cannot match.
Eval-ready from day one
Every submission is scored for quality, edge-case value, and metadata richness. You receive manifests and audit trails built for production eval pipelines—not a folder of unlabeled files.
Three capabilities. One intelligence layer.
Harbor combines data acquisition, expert networks, and managed delivery through a single platform—the operational backbone frontier AI teams rely on.
FAQ
Harbor unifies self-annotation at capture, domain-matched expert networks, and eval-ready delivery on one platform. Competitors typically sell one piece—raw uploads, generic labeling, or outsourced ops. Harbor runs the full loop with provenance intact from field to pipeline.
Harbor delivers human intelligence infrastructure: real-world data through the Data Network, specialized expertise through the Expert Network, and end-to-end execution through Managed Programs—on one operational platform.
The Data Network mobilizes distributed capture across video, image, audio, wearable, and multimodal environments—with targeted collection, metadata capture, quality scoring, and structured delivery.
Deploy experts for evaluation, validation, annotation, red teaming, model review, and quality assurance—where human judgment is the highest-leverage input into model performance.
Managed Programs are custom workforce, collection, validation, and delivery operations built around your objectives—from acquisition through outcomes.
Define requirements, source data or expertise, validate quality, execute workflows, and deliver outcomes. Book a demo to scope programs, browse Opportunities for open expert roles, or join the Expert Network via our contact form.
Apply through Talk to Harbor at /book-a-demo with your domain background. Contributors can sign in at /login; experts receive invitations after vetting.
Intelligence layer updates
Operational notes on data programs, expert networks, and managed delivery for frontier AI teams. Experts can apply anytime via Join Expert Network.