In-house or hired teleoperators for data collection: the costs compared

Contents

1. What operators are paid
2. What employment adds
3. What hired collection costs
4. What each model is good at
5. Comparing them fairly
6. Questions buyers ask
7. Sources

A team that has built its rig and written its protocol reaches the question it tends to leave for last: who sits at the controls, every day, for months. Hiring operators means recruiting, training and scheduling people for repetitive, skilled work. Buying the work means trusting someone else's people with the robot and the data. The decision is usually made on instinct, because the figures needed to compare the two are scattered. This guide collects them.

What operators are paid

The clearest evidence is what robotics companies offer in their own listings.

All five are in the San Francisco Bay Area, where pay is high. A vendor's benchmark guide puts base rates at $22 to $35 an hour across US regions, lower for remote and international operators⁠6Robot operator recruitment and training guideRobotics Center · 7 Apr 2026. RoboPilots' own reading of public listings for contract teleoperators is roughly $20 to $55 an hour, depending on country, skill and on-site requirements⁠7Robot teleoperation as a service: how it works and what it costsRoboPilots · 11 Nov 2026.

What employment adds

The wage is not the cost. The US Bureau of Labor Statistics reports that in June 2026 employers in private industry paid an average of $46.89 per hour worked, of which wages and salaries were $32.82, or 70.0%, and benefits the remaining 30.0%⁠8Employer Costs for Employee Compensation, June 2026US Bureau of Labor Statistics · 9 Sep 2026. Dividing a wage by 0.70 gives a first estimate of employer cost: $35.71 for a $25 wage, $42.86 for $30 and $51.43 for $36.

Three further costs sit outside that figure.

• Training. One vendor estimates that certifying a new operator costs about $3,000 in training time⁠6Robot operator recruitment and training guideRobotics Center · 7 Apr 2026. This is the vendor's estimate; no independent figure is published.
• Coverage. Tesla's listing described three eight-hour shifts⁠5Tesla is paying up to $48 per hour for data collection operatorsBusiness Insider (Grace Kay), via AOL · 19 Aug 2024. Around-the-clock collection needs several people per station.
• Management. Someone writes the protocol, reviews episodes and plans shifts. In a small team that person is usually an engineer.

What hired collection costs

Published prices are scarce and describe different things.

The first three are hourly prices for people and the fourth is a price per result. They cannot be compared directly. An hourly price becomes a price per episode only once throughput and pass rate are known, and those depend on the task. Robotics Center's prices work out to $125 and $80 a demonstration, which is far above what operator time alone would suggest, because they include the lab, the robot, the task design and the checks⁠12Custom robot data collection servicesRobotics Center.

RoboPilots lists the variables that move its quotes: coverage hours, how many robots one pilot handles, the skill the task needs, data labeling and integration work⁠7Robot teleoperation as a service: how it works and what it costsRoboPilots · 11 Nov 2026. A starting price is the bottom of a range, and a quote for a dexterous task will sit above it.

What each model is good at

RoboPilots' guide describes four staffing models⁠7Robot teleoperation as a service: how it works and what it costsRoboPilots · 11 Nov 2026.

• In-house operators. The most control and the deepest knowledge of the robot. The team carries recruiting, shifts and churn. It works best while the fleet is small and engineers sit beside the operators.
• Contract operators. Fast to start. The team still writes the training, the protocol and the checks, and turnover means retraining.
• Software-only platforms. The vendor supplies the teleoperation stack and the team supplies the people.
• Managed operators. The provider supplies trained operators, the schedule and the data pipeline. The team defines the task and the standard.

Two limits apply to any remote arrangement. Someone at the robot still has to reset the scene unless the task resets itself, and network delay constrains fast, contact-rich work. Direct manipulation feels close to natural under roughly 100 to 150 milliseconds of round trip, by RoboPilots' rule of thumb⁠13Teleoperation latency: how much delay each robot task toleratesRoboPilots · 31 Oct 2026.

Comparing them fairly

1. Measure before comparing. Run a pilot batch and record episodes per hour and pass rate for the task.
2. Compute the in-house cost per clean episode. Wage ÷ 0.70, plus the rig cost per hour, divided by clean episodes per hour. The main guide shows the arithmetic.
3. Ask each provider for a trial on the same task. A one-week trial yields the provider's own throughput and pass rate, which is the only fair basis.
4. Use the quoted rate, not the starting price. Add any on-site labour the remote model still needs.
5. Add what the table leaves out. Training, supervision and the engineer's time on one side; integration and setup fees on the other.
6. Revisit as the fleet grows. The answer for one robot is rarely the answer for ten.

The end state is a staffing decision that rests on one comparable number for each option, measured on the team's own task. Whichever option wins, the protocol and the checks stay with the team.

A trial that produces the number. RoboPilots starts each engagement with a one-week trial on the customer’s robot that sets a baseline of clean episodes per operator hour. See RoboPilots pricing

Questions buyers ask

Sources

1. Robot Operator, San Francisco (job listing). Physical Intelligence, 6 Aug 2026. Accessed 11 Nov 2026.
2. Operator, Data Collection (Swing Shift), San Carlos (job listing). 1X Technologies, 9 Sep 2026. Accessed 11 Nov 2026.
3. Data Collection Operator, Redwood City (job listing). Dyna Robotics, 8 May 2026. Accessed 11 Nov 2026.
4. Humanoid Robot Pilot, San Jose (job listing). Figure. Accessed 11 Nov 2026.
5. Tesla is paying up to $48 per hour for data collection operators. Business Insider (Grace Kay), via AOL, 19 Aug 2024. Accessed 11 Nov 2026.
6. Robot operator recruitment and training guide. Robotics Center, 7 Apr 2026. Accessed 11 Nov 2026.
7. Robot teleoperation as a service: how it works and what it costs. RoboPilots, 11 Nov 2026. Accessed 11 Nov 2026.
8. Employer Costs for Employee Compensation, June 2026. US Bureau of Labor Statistics, 9 Sep 2026. Accessed 11 Nov 2026.
9. Robot teleoperation pricing. RoboPilots. Accessed 11 Nov 2026.
10. Pricing. AY-Robots. Accessed 11 Nov 2026.
11. Remote robot operators and robot monitoring services. OBI Services. Accessed 11 Nov 2026.
12. Custom robot data collection services. Robotics Center. Accessed 11 Nov 2026.
13. Teleoperation latency: how much delay each robot task tolerates. RoboPilots, 31 Oct 2026. Accessed 11 Nov 2026.

Updated 11 Nov 2026: First published.

Further reading

• Field guide · Updated quarterlyTeleoperation data collection: a working guide for 2027What a robotics team needs to decide before it records its first demonstration, with the published numbers on rigs, throughput, quality checks and formats, and a worked cost per clean episode.
• Guide · Throughput and qualityEpisodes per hour and quality checks in teleoperation data collectionTwo numbers decide what a dataset costs: how many episodes an operator records in an hour and how many of them pass. What published collections report on both.
• ProfileRoboPilots for data collection: what it does, what it costs and its limitsA managed operator service for teams that have the robot and the protocol but not the people. Its starting price is public; its throughput has to be measured in a trial.