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Data collection Speech delivered at scale. Video, image and text collected to spec. Data annotation Transcription, alignment and labels, any data type. Request data Name the failure. We collect it, transcribe it and license the set. Record & earn Contribute your own recordings and get paid for accepted clips.

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EgocentricFirst-person video of real people doing real tasks. DepthRGB-D, stereo and LiDAR capture for 3D scenes. TeleoperationHuman-guided robot demonstrations, one episode at a time. UMI GripperIn-the-wild wrist-gripper demos for grasp generalization. Hand PosePrecise hand and finger tracking for manipulation tasks. TactileTouch and force-sensor data paired with video. Bring Your Own RigUse your own capture hardware with our contributor network. Video AnnotationFrame-level labels for physical-world footage.

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Practical how-tos for teams sourcing and annotating frontier training data.

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Artificial Intelligence

Word Timestamps And Forced Alignment for Voice Agents

How transcription choices change word timestamps, where forced alignment fails on conversation, and what timing benchmarks reveal about…

Sep 30, 2026 · 19 min read

Guides

What “95% Accuracy” Means in Data Annotation QA

What QA-sample accuracy, word error rate, agreement and rework rate each tell you about an annotation batch.

Sep 24, 2026 · 9 min read

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