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Two ways to engage with the world's best action video data for embodied AI.

Action Video · Embodied AI · Industrial Data

The action video layer
for embodied AI

Active Campaigns
— your video will count toward this campaign
Audio Data Campaigns
Earn by submitting spoken audio — narration, conversation, multilingual clips. All accents, voices, and languages welcomed.
Audio$3.50 / clip
Scripted Read — English (US/UK)
Read short sentences aloud from a provided script. Clear pronunciation required. Min 5 seconds per clip.
4,210 / 10,000 clips42%
318 contributorsActive
Audio$5.00 / clip
Conversational Speech — Any Language
Natural back-and-forth conversation between 2+ speakers. Spontaneous, unscripted. Min 30 seconds.
1,840 / 8,000 clips23%
142 contributorsActive
Multilingual$6.00 / clip
Multilingual Narration Pack
Read the same passage in two or more languages. Native or near-native fluency required. Especially needed: Mandarin, Arabic, Hindi, Swahili.
620 / 5,000 clips12%
58 contributorsActive
Sensor Data Campaigns
Submit IMU, EMG, force, motion-capture, or wearable sensor recordings paired with action labels.
IMU$4.00 / session
Wrist IMU — Daily Activities
Accelerometer + gyroscope data from wrist wearable during cooking, typing, sports. Label each 30-second segment with activity.
2,100 / 8,000 sessions26%
204 contributorsActive
EMG$7.00 / session
Surface EMG — Hand Gestures
Forearm EMG recordings of 20 hand gestures: pinch, grasp, wave, point, and more. Must use approved sensor kit.
480 / 5,000 sessions10%
36 contributorsActive
Force$5.50 / session
Force / Pressure — Object Manipulation
Grip force during manipulation tasks: unscrewing lids, picking objects, assembly. Paired with video optional but preferred.
910 / 6,000 sessions15%
72 contributorsFilling

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Custom data campaigns for your AI team

Need a proprietary dataset at scale? We handle recruiting, collection, quality grading, and delivery — so your team focuses on building models. Tell us what you need and we'll design a campaign.

Custom Campaigns
Define exact recording conditions, demographics, environments, and quality bars. We match contributors to your spec.
AI Quality Grading
Every clip is graded by our vision model before delivery. Reject rates, label accuracy, and diversity stats included.
Flexible Delivery
Receive data as HuggingFace datasets, S3 buckets, or custom APIs. Includes metadata, annotations, and provenance.
Private & Secure
Your campaign brief and dataset are kept strictly confidential. Contributors sign NDAs before access.
Global Contributor Network
50,000+ vetted contributors across 80+ countries. We can source specific demographics, accents, and environments.
Scale On Demand
From 500 clips to 500,000. Campaigns go live in 48 hours and scale as fast as your budget allows.

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