Speed
A managed pipeline that scales to thousands of hours of footage per day.
Data annotation · Robotics
High-quality egocentric video data for physical AI, robotics & imitation learning
We capture first-person, head-mounted video and deliver robotics-grade annotations at scale—so your models learn from real human demonstrations, not synthetic guesswork.
Egocentric capture
10,000 Hr+
Video captured per day
98%+
Labeling accuracy
24/7
Active pipeline
About
A physical-AI data engine
We combine a trained, distributed workforce with a rigorous annotation pipeline to produce model-ready egocentric datasets—collected safely, labeled precisely, and delivered on schedule.
Why companies choose us
A powerful egocentric video engine
Quality
High-resolution egocentric video with consistent capture standards.
Scale
A distributed workforce covering diverse environments and tasks.
Accuracy
Multi-layer QA delivers precise, model-ready annotations.
Security
Secure handling, consent, and privacy controls across the pipeline.
Precision
Frame-accurate labels tuned for robotics and imitation learning.
What we do
Capture & annotate
Egocentric data collection for robotics
Head-mounted, first-person video captured across real environments and workflows.
Household tasksOffice workflowsFactory operationsTools & mechanical tasks
Expert annotation & labeling
Robotics-grade labeling from trained annotators with strict quality checks.
Hand-object interactionStep sequencingAction segmentationObject trackingPose / dextrous keypointsNatural-language captionsMulti-camera syncSafety-critical labeling
How it works
From task to model-ready data
Step 1
Define tasks
We scope the tasks, environments, and quality parameters with you.
Step 2
Recruit workers
We source and train the right workforce for your capture needs.
Step 3
Capture egocentric videos
First-person footage recorded across real, varied conditions.
Step 4
Annotate with precision
Frame-accurate labeling with robotics-grade QA.
Step 5
Deliver in any format
Model-ready datasets exported to your preferred schema.
Why egocentric data matters
Robots learn best from human POV
First-person demonstrations capture the intent, timing, and dexterity that third-person video misses—giving foundation models the grounding they need to act in the real world.
Real human hand trajectories
Object manipulation in tight spaces
Step-by-step task understanding
Natural variations in speed, lighting & clutter
The foundation for capable, real-world robotics.
Robotics use cases
Teach robots real-world tasks
Household automation
- Cooking & cleaning tasks
- Fetch & place
- Appliance operation
- Tidying & sorting
Office & enterprise
- Document handling
- Restocking supplies
- Assisted workflows
- Desk operations
Industrial & manufacturing
- Assembly steps
- Tool handling
- Quality inspection
- Material movement
R&D / AI labs
- Benchmark datasets
- Imitation learning
- Manipulation research
- Custom task suites
Sample data
A snapshot of captured tasks
High-resolution egocentric clips across diverse, real-world manipulation tasks.
Household
Fruit cutting
Precise hand + knife interaction frames.
Industrial
Chip soldering
Fine-motor manipulation in tight space.
Industrial
Welding
Tool handling with safety context.
Household
Watch cleaning
Delicate multi-step object handling.
Household
Toy sorting
Pick, classify, and place sequences.
Office
Document filing
Grasp, move, and organize actions.
Industrial
Assembly
Ordered step sequencing with parts.
Lab
Benchmark task
Repeatable manipulation for training.
300K+ clips processed daily with 98%+ annotation accuracy.
Who we serve
Powering the next generation of robotics & AI
Robotics companiesAI labsAutonomous systems teamsIndustrial automationConsumer roboticsResearch institutionsHumanoid developersImitation learning teamsManipulation model teamsReinforcement learning teamsEmbodied AI teams
Supercharge your robotics models with human POV data
Get a sample dataset and a tailored plan for your capture and annotation needs.
Request a custom quote
Get pricing & a sample dataset
Share your project and get pricing, sample data, and a plan—usually within 24 hours.