See where robots fail. Without uploading the robot.

Read the synthetic and approved failure cases here, free, in the browser. The real review — your own teleop and VLA datasets — runs in Robotics Studio on your machine. Your data stays local. Nothing is pooled on our servers.

Public cases, free to read

Your datasets never leave your machine

Nothing pooled on our servers

Real review runs in the desktop app

vision robustnessvla-robustness-kit

Camera shift causes VLA failure cluster

camera_shift appears as a repeated failure cluster

vla-robustness-kit run examples/mock_episode_set --policy mock --out report.md

dataset QAlerobot-quality-gates

Low-quality teleop episode blocks training readiness

episode is excluded until dropped frames and action gaps are reviewed

lerobot-quality-gates scan examples/so101_quality_gate --format markdown --out report.md

sensor QArobotics-reviewkit

Sensor desync masks repeated grasp failures

AV sync warning is attached before the reviewed subset is exported

robostudio inspect examples/mock_multi_format/lerobot_v3 --sensor-qa --out qa.md

intervention reviewrobot-recovery-bench

Recovery segment missing intervention label

manual recovery span must be labeled before benchmark scoring

robot-recovery-bench score examples/recovery_episode --taxonomy intervention --out recovery.md