Real problems we solved
Two delivered projects, end to end
KA-2025-001Magnetic materials manufacturing
Task: Automated surface defect detection
Pain: Manual inspection, 1000 pcs/day, high miss rate, 3-shift labor cost
What we did:
- ✓Extracted defect criteria the customer could not articulate
- ✓Resolved Halcon version compatibility
- ✓Reduced inference latency from 1.2s to 680ms
- ✓Integrated with existing MES system
Result:
- · Status: in customer testing
- · Speed: 8x faster than human
- · Pricing: $500/unit, recurring
KA-2025-002Industrial robotics
Task: Robot-vision bucket localization
Pain: Robot needs to locate buckets to auto-grasp, currently needs human-assisted positioning
What we did:
- ✓Built a full annotation definition spec
- ✓Solved indoor lighting variation precision issues
- ✓Output center-point delta to the robot control system
- ✓Built a self-verification flow for silent customers
Result:
- · Status: in deployment
- · Precision: error < 5mm
- · Pricing: per-unit recurring
KA-2025-003North America · Robotics Integration
Task: Rack-mounted bucket localization for robotic pick
Pain: The system integrator was stuck on the vision piece — the robot couldn't reliably locate buckets on the rack to pick
What we did:
- ✓Built a vision model tailored to the rack geometry
- ✓Delivered the localization pipeline in 2 weeks (typical 10)
- ✓Output center-point coordinates to the robot control system
- ✓Validated accuracy on-site with the SI
Result:
- · Status: Deployed in the SI workflow
- · Delivery: 2 weeks (vs. ~10 weeks typical)
- · Pricing: per-project with SI
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