Labellerr profile: annotation for robotics and egocentric data

Contents

1. What Labellerr does for robotics teams
2. Published evidence
3. Strengths and limits
4. Pricing
5. Questions to ask Labellerr
6. Sources

Type	Annotation platform
Headquarters	San Francisco, US, and Chandigarh, India
Pricing	Not published
Website	labellerr.com

Labellerr, run by Tensor Matics with offices in San Francisco and Chandigarh, is a data annotation platform and service. For robotics it collects and labels egocentric and multimodal data⁠1Robotics and egocentric data services for physical AILabellerr.

Best for: Teams that already collect robot or egocentric data and need it annotated: actions, objects, hand pose and task segments.

Not the right fit for: Buyers looking for someone to operate a robot remotely.

What Labellerr does for robotics teams

Its robotics service covers first-person video of people performing real tasks, recorded with wearable or robot-mounted gear; multimodal streams such as RGB-D and combined egocentric and third-person views; and fine-grained labels for action segments, object states and affordances, hand and pose keypoints, and task intent. Datasets are delivered in formats such as JSON, COCO or custom schemas⁠1Robotics and egocentric data services for physical AILabellerr.

Labellerr ranks first in its own list of teleoperation service providers, where it describes itself as a tool for turning raw teleoperation sessions into labeled training data⁠27 top teleoperation service providers for robotics in 2026Labellerr · 13 Mar 2026. That is an accurate description of its role: it processes data after collection rather than operating robots.

Published evidence

No manufacturing case studies are published.

Strengths and limits

Strengths

• Fine-grained annotation designed for robot learning: action segments, object states, affordances and hand keypoints.
• Annotation tooling with on-premise deployment for teams with strict data rules.

Limits

• Does not supply robot operators or describe operating robots for customers.
• No price is published for robotics data.
• Its own list of teleoperation providers ranks Labellerr first.

Choose another option if: You need demonstrations recorded on your robot, or operators to keep it running.

Pricing

Not published for robotics data; projects start with a demo call.

Questions to ask Labellerr

• Can you label our existing LeRobot, RLDS or HDF5 episodes directly?
• Who performs the annotation, and how is agreement between annotators checked?
• What does an egocentric collection project cost per hour of video?
• Can annotation run on-premise for sensitive data?

See how Labellerr compares with the other providers in the main guide.

Sources

1. Robotics and egocentric data services for physical AI. Labellerr. Accessed 8 Nov 2026.
2. 7 top teleoperation service providers for robotics in 2026. Labellerr, 13 Mar 2026. Accessed 8 Nov 2026.

Further reading

• Buyer's guide · Updated quarterlyThe best teleoperation companies in 2026An analysis of nine companies that operate robots remotely or collect robot training data, compared on seven criteria, with the evidence behind each one and the established path to a first dataset.
• Guide · The marketWhat teleoperation companies do, and which kind you needOne word covers four different businesses. This guide separates them, explains the two jobs they do and shows what each kind hands back at the end of a shift.
• Guide · Choosing a partnerHow to choose a teleoperation partner for your robotsThe differences between providers show up after the contract: who trains the operators, who owns the data and what the files look like. Here is how to surface them first.