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Training Data Curation & Verification

Companies that evaluate robot demonstrations and rollouts so raw recordings can become reliable training data for robotics models.

Companies
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Companies

  • Instance

    Instance builds automated evaluation software for robot policies, starting with a verifier that judges whether robot rollouts succeeded and breaks tasks into subtasks from video data.

  • Kinetic Blocks

    Kinetic Blocks operates a marketplace for robotics training data, checking dataset claims against files and grading data quality so robot developers can assess recordings before buying.

  • Perceptron AI

    Perceptron AI builds physical AI models and tooling for real world perception, with products that turn video and robot data into structured outputs for robotics and edge applications.

  • Poke & Wiggle

    Poke & Wiggle evaluates robot policies and uses real world robot rollouts to help teams find failure modes and turn demonstrations into higher quality training data.

  • Shotwell

    Shotwell is a robotics observability and data-quality company that helps robotics teams detect failures in video from both training data and live deployments, producing fast annotations for model…

Company History