Collection brief
Signed off before capture
- Data
- Egocentric task video
- Tasks
- 40 household tasks
- Target
- 2,000 episodes
- Format
- 1080p 30 fps, IMU
Data your model has never seen, collected to a brief.
Robot and egocentric episodes, speech, images, video and documents captured to your specification, with consent on file and quotas tracked by group.

A sample egocentric collection for robot learning: operators wearing head cameras record household tasks, followed through our workspace.
Which tasks, how many episodes of each, in what kind of home, with which camera and sensors. Quotas are set per task group so the data covers what your robot will be asked to do.

Operators come from our own team and from specialists recruited through Rubricate, our expert network. Each is screened by home layout and handedness, trained on the task list, and signs consent before recording.

Operators wear a head mounted camera and work through the task list one episode at a time, at home or on a set. A checklist confirms consent, camera position, sensor calibration and that both hands are in frame.

Each episode is checked for a completed task, hands in frame, dropped frames, camera shake and anything private in view before it counts toward a quota. Rejected episodes are recorded again, never counted.

Episodes arrive in your storage with synced sensor data, a manifest, the task for each episode and a consent index, ready for action episodes and task descriptions.

Four documents run through every collection, so you always know what was agreed, who took part and what you received.
Signed off before capture
One per operator
Every week of the project
With every delivery
Five kinds of data, each recorded by people trained for it and delivered in the format your pipeline expects.

Head camera and multi camera recordings of people doing tasks, and teleoperated robot episodes
Read scripts, spontaneous speech, call style dialogues and wake words

Products, scenes, objects in context and people with consent

Actions, gestures, driving, warehouse and site footage

Forms, receipts, handwritten notes and signatures
Contributors come from the Dataclap team and from specialists recruited through Rubricate, our expert network.
The question every collection raises first. Here is how we answer it.
S3GCSAzure BlobSFTP
Per itemper hour of audioor per programme
A free pilot batchbrief agreed on a call
Yes. We recruit by language, accent, region, age and device through our own team and Rubricate, and track every group against its quota each week.
Yes. Operators wear head mounted cameras and record household and workplace tasks one episode at a time, with sensor data synced and every episode checked before delivery.
You do. Rights pass to you on delivery, and each file comes with the consent record that covers its use.
Their files are deleted from our side and we tell you exactly which files to remove from yours.
Yes. Tamil, Hindi and other Indian languages, as well as Indian English and code switched speech.
Once the brief is signed off, recruiting starts straight away. A small pilot batch comes back early, so you can check it before the full run.
Send a small batch and get it back done, free, usually within 24 to 48 hours. You judge the work before you pay for anything.