Mobile manipulators combine navigation and arm control into long-horizon episodes — the most demanding collection format in robotics. A single 30-minute demo integrates dozens of sub-tasks across a real environment.
Use cases we support:
Why teams partner with us:
Long episodes demand operator stamina and consistent quality.
Our team trains specifically for 30-minute uninterrupted demos — the operator fatigue that degrades data quality in long episodes is a collection discipline problem, not just a platform problem.
30 min avg episode length
5K+ trajectories collected
5 platforms supported
Research workhorses, quadrupeds, and production deployments.
Hello Robot
Research
Legacy
Boston Dynamics
Bimanual + mobile
PAL Robotics
Data that captures the chains between navigation and manipulation — the part that breaks policies.
Multi-step task captures, 5–30 minutes per episode, with goal annotations.
Combined movement and contact logs in a single timeline, your fusion stack ready.
Per-episode occupancy and semantic maps for retraining or replay.
Operator recovery from mid-task failure, labeled for imitation or RL.
A pipeline designed for real environments, not lab benchtops.
Robot calibration plus driver bring-up in our pod or your environment.
Localization and map quality verified before production capture starts.
Multi-step task captures with operator decision points logged.
Targeted re-capture of failure modes from your production model logs.
Six hardware families. One data partner.
Whole-body trajectories for bipedal robots.
Dexterous two-arm manipulation tasks.
Navigation, inspection, and fleet data.
Remote operator-driven data collection.
RGB-D, LiDAR, force, and tactile streams.
Rare scenarios your policy faces in production.
FAQ
Tell us the platform, the environment, and the task length. Four weeks to first long-horizon batch.