Note: cases marked "illustrative" are structurally de-identified examples. Real customer identities and publishable figures are added once authorization is granted. We do not publish fabricated endorsements.
RoboticsIllustrative
Dual-arm grasping pipeline: 2,000 trajectory-labeled videos in 2 weeks
The customer needed ground truth with trajectories and keypoints for a kitchen-scene dual-arm grasping policy.
ChallengeScene setup and multi-camera synchronization
ApproachSite-based capture + teleoperation + per-batch QA
Result2,000 items / 14 days / 96.4% first-pass
DeliveryLeRobot + HDF5
Live CommerceIllustrative
Compliance evaluation set: better violation detection, lower review cost
The customer's moderation team applied inconsistent standards and had a high false-positive rate, with no reproducible benchmark.
ChallengeAmbiguous boundaries and drifting standards
ApproachStandard first + cross-labeling + arbitration
Result5,000 items / 8 days / Kappa 0.81
DeliveryJSON + CSV + evaluation report
Autonomous DrivingIllustrative
Long-tail roadside capture and 3D labeling
Model performance dropped on night and construction scenes, requiring targeted long-tail capture.
ChallengeScarce long-tail scenes and 3D GT precision
ApproachTargeted field crews + pre-labeling + multi-pass review
Result1,200 clips / 21 days / per-class recall passed
DeliveryKITTI + PCD
Content SafetyIllustrative
Consolidating scattered evaluation data into a standard dataset
The customer's evaluation data was scattered with no version control and could not be reused across downstream models.
ChallengeInconsistent metadata, no traceability
ApproachUnified metadata standard + version and lineage management
ResultReused by 3 downstream models, shorter delivery cycles
DeliveryMulti-format + version manifest