By Plus One RoboticsLearning Objectives
- Understand how AI vision drives parcel picking and depalletization
- Learn what "supervised autonomy" means and why it keeps throughput high
- See why a human-in-the-loop layer can be a safety net rather than a crutch
What Is Plus One Robotics?
Plus One Robotics is a warehouse-robotics company founded in 2016 and headquartered in San Antonio, Texas, focused on parcel induction, picking, and depalletization. Its PickOne perception software gives robots the vision to identify and grasp mixed parcels, and by the MODEX 2026 trade show the company had passed two billion lifetime picks.
Its model is supervised autonomy: the AI handles the vast majority of picks on its own, and a remote human steps in only for the rare edge cases the system flags — a deliberate design that keeps throughput high while managing the long tail.
💡Key Concept
Supervised autonomy: The AI runs the vast majority of picks on its own and flags only the rare exceptions for a remote human. The AI vision is the product; the human-in-the-loop layer is a pragmatic safety net for edge cases, not a crutch that does the core work.
Core Capabilities
- PickOne perception — identifies and grasps mixed parcels of varying size and shape.
- Parcel induction and picking — handles the core parcel-handling flow.
- Depalletization — unloads mixed pallets robotically.
- Supervised-autonomy exception handling — remote humans resolve only flagged edge cases.
Company Details
| Detail | Info |
|---|---|
| Company | Plus One Robotics |
| Founded | 2016 |
| Headquarters | San Antonio, Texas |
| Scale | Passed two billion lifetime picks by MODEX 2026 |
| Model | Supervised autonomy with human-in-the-loop for edge cases |
| Core AI | PickOne perception software |
| Website | plusonerobotics.com |
Best Use Cases
| Task | Why Plus One Robotics |
|---|---|
| Parcel induction and picking | PickOne vision handles mixed parcels |
| Depalletization | Purpose-built for mixed pallets |
| High-throughput with a long tail | Supervised autonomy manages exceptions |
When to choose alternatives: For arbitrary-parcel sortation, Ambi Robotics. For learned end-to-end pick-pack-ship, Nimble Robotics. For collaborative pick-assist AMRs at scale, Locus Robotics.
Key Takeaways
- Plus One Robotics builds PickOne perception software for parcel induction, picking, and depalletization.
- Supervised autonomy keeps throughput high, with a remote human handling only rare flagged edge cases.
- The AI vision is the product; the human-in-the-loop layer is a safety net, not a crutch.
- By MODEX 2026 the company had passed two billion lifetime picks — a genuine perception-AI specialist.
