Manufacturing & Assembly
Assembly, fastening, inspection — and the infrastructure to keep production running.
Industry Context
Manufacturing demands precision, repeatability, and uptime. Traditional automation excels at high-volume, low-mix; learning-based systems extend automation to variable parts, flexible layouts, and complex sequences. The gap is data and environments for training and validation.
What We Offer
- Data Collection — Demonstrations for assembly, screw driving, insertion, and inspection. Multi-step sequences, error recovery, and force-sensitive tasks.
- RL Environment as a Service — Real-world RL environments for production teams. Train and evaluate policies without blocking lines. Persistent, instrumented setups.
- Fearless Data Platform — Upload assembly failures, misalignments, and cycle-time outliers. Replay, benchmark, and iterate on policies.
- Repair & Maintenance — Keep your robots running. Calibration, diagnostics, and parts. Minimize downtime.
Value We Deliver
- Flexibility — Handle part variation, new SKUs, and layout changes without full reprogramming.
- Faster ramp — RL and imitation learning reduce integration time for new products.
- Uptime — Maintenance and repair keep production flowing.
- Quality — Learned inspection and error recovery catch defects before they propagate.
Example Use Cases
- Assembly: snap-fit, screw driving, cable routing
- Inspection: visual and tactile defect detection
- Kitting and sequencing for mixed-model lines
- Deburring, finishing, and post-process handling