Instance

Instance provides a verification layer for robot learning, delivering reliable success labels for training, evaluation, and reinforcement learning.

About Instance

We’re automating robot evaluation– the loop where you wait for your robot to roll out, judge its success, and then reset the scene. We're starting with step one: a success detector that automatically tells you whether your robot actually completed its task along with detailed subtask breakdown.

We're MIT computer scientists & friends since middle school, with backgrounds at NASA JPL, SpaceX, and AWS.

Book a demo with founders@instancelabs.ai.

Industries served

Products

  • Instance verification console

    Robotics & Autonomous Systems

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    Verification console that lets users select a robot episode from the queue and run the verifier, returning a success verdict with evidence for any episode on any robot.

  • Verification API

    Robotics & Autonomous Systems

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    API endpoint (POST /v1/verify) that accepts a task and camera footage and returns a success verdict with evidence for every episode on any robot.

  • Live rollout capture

    Robotics & Autonomous Systems

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    Demo tool for capturing live rollouts.

Security and compliance

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