High-precision repetitive tasks, automated in hours instead of months — no thousands of demonstrations, no custom engineering.
The US manufacturing labor shortage is 400,000 today—and it’s projected to hit 2,100,000 by 2030. The clock isn't just ticking, it’s accelerating. And the automation that was supposed to absorb this work still takes months to stand up.
US Labor Shortage Forecast in Manufacturing
The real questions in automation are cost, speed, and payback. We're rewriting all three answers — and with them, how much of the factory floor is worth automating.
| Criterion | Reflection Robotics | Rest of the Industry |
|---|---|---|
| Teaching a new task | A single demonstration | Weeks of data collection |
| Data required | Less than 30 minutes of data collection | Thousands of teleoperated demonstrations |
| Time to production or line changeover | Same day | Weeks to months |
| Precision | Sub-millimeter tolerances | Struggles on high-precision tasks |
| Cost per new task | 15–30 minutes of an operator’s time | Weeks of engineering hours and data operations |
One demonstration is all you need! No teleoperation farm, no digital twin, no code. You can automate your tasks using our platform.
Show the robot how the task needs to be done—once. From there the system collects more data on its own, autonomously.
We post-train our pre-trained model on that data to adjust it to your task. Training runs in the cloud.
The task runs in production before the shift is over.
72% of manufacturing operations are still done by hand—not because nobody tried to automate them, but because they need a precision and a flexibility that legacy robots don’t have. Because we hold sub-millimeter tolerances, the tight-tolerance work that was off the table is now automatable. And because a new task is a demonstration rather than a re-engineering project, maintenance and line changeovers cost you minimal downtime—demonstrate the next job and the line keeps moving.
Manufacturing Is Still Dominated by Manual Work
Whether you need to bridge a labor gap or integrate smarter tech, our partnership ecosystem scales with you. We’re with your team every step of the way—using your feedback to sharpen our tech and your operations. Stop worrying about the future and start building it. Let’s connect!