01
Capture
Production data
Real line data across many factories and conditions is captured continuously.
Technology
Two breakthroughs, one platform
A breakthrough AI model and a breakthrough low-cost robot — plus a data flywheel that makes every cell smarter over time.
1 · A breakthrough AI model
Far beyond color: multi-class, defect-level grading by shape, skin, oil, and defect — a problem only vision AI can solve at scale.
- Grades whole, broken, skin-on, oily, defect, and foreign-matter classes simultaneously.
- A proprietary dataset captured and tuned on real production lines in Vietnam.
- Detects safety-critical foreign matter such as glass fragments.
2 · A breakthrough low-cost robot
The sorting action is executed by a high-speed, self-developed Delta robot — distilled from 7 years of parallel robotics exported globally.
- Picks and places 80–110 times per minute, reliable for continuous production.
- In-house hardware keeps cost a fraction of high-end optical machines.
- Mechanics tuned to the product, conveyor, and available floor space.
Compounding advantage
3 · The data flywheel
A successful vision project needs a full data lifecycle — and every cell contributes to it.
02
Label
Web-app platform
A labeling tool lets the community grow and standardize the dataset together.
03
Update
Edge AI
Better models are released to the whole fleet over Edge AI.
Platform capabilities
Label review
Review sample images, standardize defect labels, and lock the dataset used for pilots.
Model registry
Track model versions, release dates, deployed lines, and validation results.
Line monitoring
Monitor device status, sort rates, alerts, and images that need operator review.
Edge update
Ship controlled model releases to every Smart Pick cell via Edge AI.
Want to see the technology on real data?
The most useful demo uses your own product images and defect grades.
Book a pilot