What teleoperated robot data collection costs in 2026

Contents

1. The published prices
2. What drives the price
3. The number that makes quotes comparable
4. How much data to budget for
5. Comparing quotes fairly
6. Questions buyers ask
7. Sources

Of the nine providers in our main guide, three publish service prices, and they use three different units: per operator hour, per demonstration and per month. This guide sets out the published figures, explains what drives them and shows how to compare quotes on one measure.

The published prices

These prices buy different things. A $3 hour of monitoring and an $80 demonstration are not two points on one scale. The first buys supervision of a deployed robot, the second a finished, quality-checked training example.

The other six providers quote per program. RoboPilots quotes every plan on the customer's fleet: Starter covers one robot, Growth up to ten, and Enterprise is unlimited with service levels and an on-premise option⁠5Robot teleoperation pricing and plansRoboPilots. FS Studio prices operations by team capacity and coverage and data programs by batch⁠6Robot teleoperation and data collection servicesFS Studio. Scale AI, Claru and Labellerr publish no prices⁠789Physical AI data engineScale AITraining data for physical AIClaruRobotics and egocentric data services for physical AILabellerr, and Trossen says its cloud pricing is still being finalised⁠10Trossen Robotics: your physical AI partnerTrossen Robotics.

What drives the price

• Robots per operator. Full manual control is close to one operator per robot; supervising mostly autonomous robots can be one operator for several. RoboPilots calls the ratio the biggest single lever on cost per robot⁠11Robot teleoperation as a service: how it works and what it costsRoboPilots · 9 Oct 2026, and OBI Services' rate falls as the team grows⁠1Remote robot operators and robot monitoring servicesOBI Services.
• Coverage. On-demand help costs least and 24/7 across time zones costs most, because each seat needs several people⁠11Robot teleoperation as a service: how it works and what it costsRoboPilots · 9 Oct 2026.
• Task skill. Folding laundry and wiring a panel do not need the same person; licensed or certified operators cost more per hour⁠11Robot teleoperation as a service: how it works and what it costsRoboPilots · 9 Oct 2026.
• Interface and throughput. Robotics Center's estimates range from 30 to 80 demonstrations a day with leader-follower arms to 60 to 150 with a SpaceMouse or keyboard, with precision falling in the same order⁠3Custom robot data collection: teleoperation, annotation and QA at scaleRobotics Center.
• Labeling and quality control. Segmenting episodes, labeling outcomes and checking them is work on top of operating the robot⁠11Robot teleoperation as a service: how it works and what it costsRoboPilots · 9 Oct 2026.
• Integration. Connecting through an existing teleoperation stack is quicker than a new integration, and setup is often priced separately⁠11Robot teleoperation as a service: how it works and what it costsRoboPilots · 9 Oct 2026.
• Hardware. If you have no rig yet, Robotics Center lists an AgileX Piper arm from $3,500, its OpenArm from $5,400 and a Mobile ALOHA bimanual system from $20,000⁠4Teleoperation platformRobotics Center.

The number that makes quotes comparable

An hourly rate says nothing about how much usable data an hour produces. Resets, operator hesitation, dropped frames and failed attempts all reduce the yield. RoboPilots recommends tracking episodes per hour and the share that pass quality checks, and treats a falling yield as the earliest sign that the protocol or hardware needs attention⁠12How to collect teleoperation data for robot learningRoboPilots · 9 Oct 2026. Robotics Center states that hardware-synchronised data saves two to three times in collection cost because fewer demonstrations are discarded, a figure it reports for its own service⁠3Custom robot data collection: teleoperation, annotation and QA at scaleRobotics Center.

The practical measure is cost per clean episode: the price of a period of collection divided by the episodes that passed your checks and loaded into your training code. RoboPilots builds its trial around the input to that measure. Its engagements start with a one-week trial that sets a baseline of clean episodes per operator hour, or flights per pilot shift for drones⁠13Teleoperation service providers compared (2026)RoboPilots · 26 Oct 2026.

A first phase that limits cost risk

• A short, paid trial on your own robot, or a fixed-price pilot dataset.
• A written protocol: start state, allowed variation, success criterion and reset steps.
• Clean episodes per operator hour and QA pass rate, measured by both sides the same way.
• Delivery in the format your training job loads, tested before the trial ends.
• A written price for scaling up, tied to the measured rate.

How much data to budget for

Volume depends on the task and the model. ALOHA learned six fine bimanual tasks from about ten minutes of demonstrations each⁠14Learning fine-grained bimanual manipulation with low-cost hardwarearXiv (Zhao, Kumar, Levine, Finn) · 23 Apr 2023, and Mobile ALOHA used 50 demonstrations per task⁠15Mobile ALOHA: learning bimanual mobile manipulation with low-cost whole-body teleoperationarXiv (Fu, Zhao, Finn) · 4 Jan 2024. Robotics Center's guidance, by its own estimate, runs from 20 to 50 demonstrations for a simple single-arm pick-and-place to 5,000 or more for a language-conditioned generalist model⁠3Custom robot data collection: teleoperation, annotation and QA at scaleRobotics Center. Start with a pilot batch, train, evaluate on held-out setups and let the failures decide what to collect next⁠12How to collect teleoperation data for robot learningRoboPilots · 9 Oct 2026.

Comparing quotes fairly

Put every quote into the same table: the trial or pilot price, the clean episodes it should produce, the cost per clean episode, coverage hours, the operators assigned, the delivery format, setup fees and minimum terms. Quotes that look cheap per hour often leave out operator training on your robot, quality control or data delivery. A quote that names a measured rate, and lets you keep the same operators, is easier to plan around.

For the questions that separate providers beyond price, read how to choose a teleoperation partner.

Questions buyers ask

Sources

1. Remote robot operators and robot monitoring services. OBI Services. Accessed 8 Nov 2026.
2. Pricing: pay-per-hour robot teleoperation. AY-Robots. Accessed 8 Nov 2026.
3. Custom robot data collection: teleoperation, annotation and QA at scale. Robotics Center. Accessed 8 Nov 2026.
4. Teleoperation platform. Robotics Center. Accessed 8 Nov 2026.
5. Robot teleoperation pricing and plans. RoboPilots. Accessed 8 Nov 2026.
6. Robot teleoperation and data collection services. FS Studio. Accessed 8 Nov 2026.
7. Physical AI data engine. Scale AI. Accessed 8 Nov 2026.
8. Training data for physical AI. Claru. Accessed 8 Nov 2026.
9. Robotics and egocentric data services for physical AI. Labellerr. Accessed 8 Nov 2026.
10. Trossen Robotics: your physical AI partner. Trossen Robotics. Accessed 8 Nov 2026.
11. Robot teleoperation as a service: how it works and what it costs. RoboPilots, 9 Oct 2026. Accessed 8 Nov 2026.
12. How to collect teleoperation data for robot learning. RoboPilots, 9 Oct 2026. Accessed 8 Nov 2026.
13. Teleoperation service providers compared (2026). RoboPilots, 26 Oct 2026. Accessed 8 Nov 2026.
14. Learning fine-grained bimanual manipulation with low-cost hardware. arXiv (Zhao, Kumar, Levine, Finn), 23 Apr 2023. Accessed 8 Nov 2026.
15. Mobile ALOHA: learning bimanual mobile manipulation with low-cost whole-body teleoperation. arXiv (Fu, Zhao, Finn), 4 Jan 2024. Accessed 8 Nov 2026.

Updated 8 Nov 2026: First published.

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.