Knoxlabs review: the robotics data company for real US homes
Answer in brief: Knoxlabs, based in Glendale, California, collects human demonstration and teleoperation data in real US homes and at its Los Angeles facility. Capture modes are egocentric, UMI/wearable glove, dexterous hand and robot teleop, delivered post-QA in HDF5, RLDS/LeRobot or your own spec. You can start with free samples that arrive within one business day. Dexterous-hand and teleop collection are still at pilot scale.
Directory category: Egocentric video · also Teleoperation collection (pilot scale). Last updated: 2026-11-09. This is independent research from Knoxlabs' public page; we have not tested its data.
At a glance: About 2,000-headset fleet behind 10M+ in-home episodes, per Knoxlabs · samples within one business day · HDF5 and LeRobot · activates existing VR headset owners with no hardware shipment.
What Knoxlabs does for robotics data
Knoxlabs runs four capture modes. Egocentric: a head-worn camera with optional wrist cameras, in homes. UMI/glove: egocentric video plus hand-worn capture of wrist pose and finger tracking, in homes. Dexterous hand: station gloves with externally tracked ground truth and full articulation, at the LA facility. Robot teleop: operators driving arms and dexterous hands, with force data, at the LA facility. Environments include kitchens, laundry rooms, living rooms, bedrooms and garages in homes nationwide, plus staged kitchen, bedroom and warehouse sets in LA. Tasks range from pick-and-place and articulated objects to folding deformables, tool use, bimanual work and long-horizon chores.
Who it fits
- Home-robot teams that want real household variety in the US.
- Teams that want to evaluate delivered episodes in their own stack before committing.
- Teams already buying gloves, suits or arms that want one vendor for hardware and collection.
Strengths: proven fleet operations and a low-risk start
- Fleet track record: Knoxlabs says it deployed and fleet-managed the roughly 2,000-headset capture fleet behind one of the largest home robot-learning programs to date, which collected 10M+ episodes.
- Transparent ramp: 10 to 30 kits a week in months one and two, then 50 kits a week from month three, with 2,000+ collectors at full build-out.
- No-hardware route: Existing VR headset owners can be activated with software-only onboarding. Knoxlabs targets about 500 collectors in month one and about 1,000 by month three.
- Hardware sourcing: Capture hardware at distributor pricing (MANUS, SenseGlove, Xsens, dexterous hands, collaborative arms).
- Honest hours: All quoted hours are post-QA delivered hours.
Honest drawbacks
- Its own page says dexterous-hand and teleop collection are at pilot scale, expanding with the LA facility in Q4 2026.
- Collection is US-focused.
- No public prices.
Pricing model
Three steps: free samples, then a scoped pilot on the modes you pick, then custom pricing at scale.
Best alternatives to Knoxlabs
- Firsthand: ten-stream instrumented egocentric capture with a published sync error.
- Toloka: global egocentric datasets and self-serve collection.
- Labelbox Terra: coverage-steered egocentric and teleop collection on seven rig types.
Knoxlabs FAQ
What formats does Knoxlabs deliver?
HDF5, RLDS/LeRobot or a buyer-specified format. Sample episodes come in HDF5 and LeRobot with schema docs.
Does Knoxlabs offer robot teleoperation data?
Yes, but its page says teleop and dexterous-hand collection are at pilot scale, expanding with its LA facility in Q4 2026.
How fast can I get samples?
Knoxlabs says sample episodes and schema docs arrive within one business day of a request.
Sources
- knoxlabs.com/pages/physical-ai-data-services (read 2026-11-09)
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