The human layer behind embodied AI.
We recruit, train, and manage structured teams for embodied AI training data — built for partners who need it done right.
Real human data, generated reliably at scale.
AI and robotics companies need massive amounts of real human movement and task data to train their models — how people reach, grip, walk, clean, and complete everyday work.
The Datapoint Collective provides the organized, trained human workforce that generates this data — captured to specification, reliably, and at the volume serious model training demands.
This work deserves the discipline of a serious technical operation.
Structured recruitment. Proper training. Consistent quality. Real accountability. We hold data collection to the same standard any model team would hold its own infrastructure.
We are not a loose network of freelancers. We are an organized operation, built to deliver consistent results — and to keep delivering them as you scale.
Standards we don't bend on.
Every team member is trained before they begin.
Every submission is quality-checked before it leaves our hands.
We communicate clearly and honestly with every partner.
We treat the people doing this work with real respect and fair pay.
A facility built for this — equipped, staffed, ready to scale.
We operate from a dedicated space built specifically for embodied AI data collection. The logistics are already in place — recruitment, training, equipment, and oversight all run end to end under one operation.
A reliable subcontracted team — without the overhead of running one.
We're built for teams that need embodied AI training data done right, but shouldn't have to manage recruitment, training, or quality control themselves.
Frontier and applied teams training physical and multimodal models on real human behavior.
Teams teaching robots to manipulate objects and perform real-world tasks from human demonstration.
Providers who need a dependable collection partner to fulfill embodied data contracts at scale.
Let's talk about your data needs.
We work with a focused set of partners on serious, ongoing engagements. Tell us what you're training and what you need collected — we respond to qualified inquiries within two business days.
Recruitment · Training · Collection · Oversight
Serious inquiries from labs, robotics teams & data vendors welcome.