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Blue industrial robot arm in a dim factory

Human Data for
Physical AI

Consent-first egocentric, exocentric, and task-level human demonstration data from real factories, homes, and retail environments.

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Built in India. Structured for global robotics teams.

Coverage

What buyers can evaluate
01Environments

Factory, household, and retail workflows.

02Camera Views

Egocentric and exocentric capture paths.

03Metadata

Task, action, object, hand, phase, quality notes.

04Rights

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+Projected monthly capture capacity
3Live capture environments
10-15hEvaluation sample set
MP4 + JSONDefault delivery format

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.

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Workers operating sewing machines in a garment factory

Factory Data

Bimanual workflows, sewing, assembly, inspection, folding, and tool use captured on real manufacturing lines.

Home kitchen scene with hands chopping vegetables

Household Data

Cooking, cleaning, cutting, pouring, stirring, and wet-surface tasks filmed in real kitchens and homes.

Interior of a clothing store with racks of colorful clothing

Retail Data

Billing, stocking, folding, showing products, and point-of-sale workflows from real retail environments.

Blue industrial robot arm in a factory

Custom Collection

Define your tasks, objects, camera angles, annotation schema, and delivery format. We set up capture fast.

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.

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Robotic assembly line with many machines
sample_clipsmetadataconsentqualityschemadelivery
factory_fold_001.mp4Consent documented
MP4 Sample clipsJSON Metadata30fps CaptureQA Notes
clip_idnumberoptionalenvironmentstringrequiredtasknumberoptionalactionstringrequiredobjectnumberoptionalhand_usedstringrequiredcamera_viewnumberoptionalfpsstringrequiredquality_scorenumberoptionalconsent_idstringrequiredanonymization_statusnumberoptionalannotation_statusstringrequired
Factory assembly line from above

Sample delivery

Real capture only. No synthetic motion. No generated humans.

10-15hSample setMP4+JSON/CSV

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.

01
Consent

Commercial AI-training consent collected before delivery.

02
Anonymize

Faces, plates, IDs, and sensitive details removed.

03
Annotate

Action, object, hand, phase, timestamp, and environment metadata.

04
Verify

Motion blur, framing, missing steps, schema consistency, and sample QA.

05
Deliver

MP4 plus JSON, CSV, HDF5, or buyer-defined schema.

06

Trust

Built for teams that need
inspectable, licensable data

Consent-first data from messy real-world environments, built for teams training physical AI systems.

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Real 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.

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Worker operating a sewing machine in a garment factory
consent-first
commercial-use ready
Human demonstration data is only useful when it is real, inspectable, and legally safe to train on. That is the bar we build around.
Embodied AI DataCapture, consent, anonymization, annotation, delivery
RightsCommercial-use workflow
3Capture environments
Hands preparing food in a home kitchen
privacy checked
anonymization built in
Every usable clip can move through privacy review, face blur, background checks, and task-level QA before it reaches your training pipeline.
Privacy workflowPII scan, blur review, QA notes, delivery manifest
PIIReview pass
0Uncleared clips shipped
Garment factory team working across sewing stations
metadata complete
schema-ready delivery
Datasets ship with the operational context robotics teams need: task labels, environment notes, camera specs, quality status, and consent references.
Dataset packageMP4, JSON, CSV, HDF5, or custom schema
JSONMetadata ready
2+Camera views
Retail clothing environment with product racks
global tasks
real-world diversity
Factory, home, retail, and kitchen tasks are captured in real environments so models see variation in tools, lighting, surfaces, and human technique.
Collection networkIndia-first capture with custom offshore programs
4Task verticals
24hBrief turnaround

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.

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Included
  • 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 Pilot
Pilot 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.

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Enterprise 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.

Yes. Define tasks, objects, camera angles, volume, and environment. We can set up focused captures in days to weeks.

We use a consent-first collection workflow for commercial AI-training use before buyer delivery.

Yes. Faces, license plates, name tags, IDs, and other PII can be blurred before delivery.

Default delivery is MP4 video plus JSON or CSV metadata. We also support HDF5 or your internal schema.

India, across factory, household, retail, kitchen, garment, and other real-world environments.

Yes. We provide a curated sample dataset with clips, metadata, capture specs, and consent methodology for evaluation.

Yes. We can align metadata and annotations to action labels, object state, hand contact, timestamps, and QA fields.

Embodied AI Data logo on dark industrial robotics background

Need human task data
your robots can learn from?

Request a sample dataset or send us your task brief.
We will map capture specs, consent, annotation, and delivery.

Request Sample Dataset