Factory, household, and retail workflows.
Real-world robotics training data
Human Data
for Physical AI
Consent-first human demonstration datasets for robotics, VLA models, and embodied AI - captured across real factories, homes, and retail environments.
10-15h evaluation sampleMP4 + JSON default deliveryIndia-first 🇮🇳 global-ready capture
Coverage
What buyers can evaluateEgocentric and exocentric capture paths.
Task, action, object, hand, phase, quality notes.
Consent, anonymization, and commercial-use review.
Real-world data at scale
Numbers that matter
Human demonstration data from real spaces, delivered with consent, capture details, and metadata your robotics team can inspect.
100K+ is a capacity roadmap based on planned partner factory, household, and field-operator expansion.
Datasets
Human demonstration data
for robotics teams
Real human tasks across factories, homes, and retail spaces. Choose a sample dataset or define a custom collection brief.
Request SampleWatch Full Video
Factory Data
Bimanual workflows, garment handling, packing, inspection, folding, sorting, assembly, and tool-use captured from real manufacturing environments.
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Household Data
Cooking, cleaning, washing, folding, cutting, pouring, stirring, wiping, and wet-surface tasks captured in real Indian homes.
Watch Full Video
Retail Data
Billing, stocking, folding, product handling, showing, packaging, and point-of-sale workflows from real retail environments.
Watch Full Video
Custom Collection
Define the task, object set, environment, camera setup, annotation schema, and delivery format. We collect to spec.
Data specs
Inspectable data packages
for robotics teams
Every sample includes clips, metadata, capture specs, consent notes, anonymization status, QA notes, and schema documentation your team can inspect before procurement.
Request Specsdatasets/specs/circuit.mp4
Interactive Preview
circuit.mp4
PCB soldering & component assembly • 2 Synchronized views
✓ 100% Legally Audited30 FPS Stereo
gaze_vector
manipulator: left_hand (96.4%)
100% Real-worldSample Delivery
Real capture only. No synthetic motion. No generated humans.
10–15hEvaluation sample
MP4 + JSON/CSVData & metadata
PII BlurredFaces & screens protected
Pipeline
One pipeline from
capture to delivery
We handle the operational work: capture, commercial consent, anonymization, annotation, QA, and secure dataset delivery.
Capture
Egocentric and exocentric data from real workflows.
01Consent
Commercial AI-training consent collected before delivery.
02Anonymize
Faces, plates, IDs, and sensitive details removed.
03Annotate
Action, object, hand, phase, timestamp, and environment metadata.
04Verify
Motion blur, framing, missing steps, schema consistency, and sample QA.
05Deliver
MP4 plus JSON, CSV, HDF5, or buyer-defined schema.
06Trust
Built for teams that need
inspectable, licensable data
Consent-first data from messy real-world environments, built for teams training physical AI systems.
Talk to UsReal environments
Data from actual factories, homes, retail shops, and kitchens - not synthetic or staged.
Hard-to-collect tasks
Two-hand manipulation, deformable objects, liquids, spills, and workflows robots struggle with.
Consent-first capture
Commercial AI-training consent is collected before buyer delivery.
Anonymized by default
Faces, name tags, IDs, plates, and sensitive background details can be blurred before delivery.
India 🇮🇳 advantage
Garment, household, shopfloor, and market workflows diversify model training data.
Custom programs
Define tasks, objects, locations, schema, and volume. We collect in days to weeks.
Quality and compliance
Built for commercial robotics data programs
Every delivery includes capture specs, consent notes, anonymization status, and QA signals your team can inspect.
Request Sample
consent-first
privacy checked
metadata complete
global tasks
Compliance & Trust Framework
Consent-First Data
Data collection workflows are built entirely around explicit, opt-in commercial consent templates.
Automated Privacy
State-of-the-art faces, license plates, and PII blurring are applied by default to all outputs.
Enterprise Review
Bespoke compliance reviews and custom license agreements tailored to your legal requirements.
Pricing
Start with a sample.
Scale with custom collection.
Start with evaluation data, then move into task-specific collection once your schema is clear.
Sample Dataset
Free/ evaluation
For teams reviewing quality, schema, and fit.
Request SampleIncluded
- 10-15 hours curated clips
- Basic metadata
- Consent methodology
- Sample annotation schema
- Factory / household / retail coverage
- Evaluation use
Recommended pilot
Pilot Collection
100-500h/ paid pilot
For teams validating a workflow, task family, or collection schema.
Start PilotPilot delivery
- Buyer-defined task list
- Egocentric / exocentric capture
- Anonymization
- Basic annotation
- QA report
- MP4 + JSON / CSV delivery
- Founder-led delivery review
Enterprise Program
Custom/ monthly
For ongoing model-training data programs.
Talk to UsEnterprise delivery
- Dedicated capture ops
- Custom camera setup
- Advanced annotation schema
- Monthly volume delivery
- HDF5 / CSV / custom formats
- Compliance documentation
- Dedicated support
FAQ
Common questions,
clearly answered
We deliver raw MP4 plus basic metadata by default. Full action, object, hand, and timestamp annotations are optional add-ons.
Default delivery is MP4 video plus JSON or CSV metadata. We also support HDF5 or your internal schema.
Yes. We can align metadata and annotations to action labels, object state, hand contact, timestamps, and QA fields.
No. Our sample and pilot programs focus on real human demonstrations from physical environments.
