Factories
Assembly, textiles & production
Building the data supply chain for physical AI
Real people, real environments, real work. We capture egocentric video of domestic tasks, warehouses and factory floors, starting with pilots in the Philippines. We turn that footage into training-ready data: consented at source, quality-checked and annotated.
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Explore our data
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- 01 Egocentric video
- Real people, real work, real environments.
- 02 Task & action labels
- Timed annotations at both levels.
- 03 Quality control
- Human review of the final output.
- 04 Pose & depth
- Hand keypoints and depth estimates.
- 05 Your delivery format
- Packaged to the agreed specification.
How we deliver
From brief to dataset
Define the capture
We agree on tasks, settings and hardware: from mono cameras to stereo and sensor streams.
A shared specification, including consent and quality criteria.Review a pilot
We collect a small batch. You review the footage, poses, depth and task- and action-level labels.
Refine the setup before scaling.Validate, then deliver
We collect in batches, manually review the final output and export in your agreed format.
Synchronized data, with metadata and documentation.
Environments
Where real work happens
Developing collection partnerships across Asia, Africa and the Middle East.
Warehouses
Picking, packing & handling
Industrial plants
Specialist processes & operations
Homes
Cooking, cleaning & everyday tasks
Restaurants
Preparation, kitchens & service
Airlines & freight
Cargo & ground handling
Collection partners
Everyday skills,
a new income stream
Help robots learn from real work. Bring your team, your workplace or your own skills to a paid collection pilot.
Become a collection partnerWhat could your team earn?
$3 / approved hour**Rates are agreed per project and depend on the task, setting and accepted quality.
Illustrative team earnings
/month
800 approved hours× $3 / hour
Let’s talk
Let’s build
this together
Whether you’re training robots, running a workplace or collection team, or making collection hardware, we’d like to hear what you’re working on.
You’ll be speaking with
Rayan Melwani
Co-founder, Kamai
Available this week
Thanks, we’ve emailed you too. Pick a time for a 30-minute call.
FAQs
Common questions
For data buyers
Where do you collect?
We’re running pilots in the Philippines, and working with partners in India, Sri Lanka, Indonesia, Nigeria, Ghana and the UAE.
What data do you deliver?
High-quality egocentric video with labels, annotations, hand pose and depth. Flexible capture: stereo or mono, depending on your needs.
How does a pilot work?
We agree the tasks and setup with you, collect a small batch for you to review, then refine before scaling.
For collection partners
How do we get started?
Tell us about your work and where you’re based. If there’s a fit, we agree the setup and rates, you record a small first batch, and we review it together before scaling.
How much can I earn?
Rates are agreed per project and depend on the task and setting, typically $1–4 per approved hour. We review collected hours against the agreed spec, and approved hours are paid on time.
Do I need to buy equipment?
No, please don’t buy anything before talking to us. We’ll agree the setup and who supplies it as part of the pilot.
Will you help us get set up?
Once the setup is agreed, we work alongside your team so collection fits around your day-to-day operations. We train them on data quality and provide regular feedback.