Industrial Services
Engineering solutions for modern manufacturing
Computer vision, robotics, and automation systems designed for industrial environments. We design, build, and deploy production-ready systems.
Machine vision for inspection, grading, and QA.
Robotics integration with PLCs, safety, and calibration workflows.
Edge ML, data capture, and operator tools built for the plant network.
We focus on systems that can survive wash-down, dust, vibration, and shift changes. The goal is not a one-off demo, but a cell that runs at production speed, day after day.
Core capabilities
Where we focus
Four tightly integrated areas that cover the full stack from camera to code to robot.
Computer Vision & ML
Machine vision and ML pipelines built for noisy, fast-moving production environments.
- Dataset design, labeling, and evaluation pipelines
- Classification, defect detection, grading, and OCR
- Edge inference pipelines tuned for real-world latency
- Synthetic data strategies for rare defect classes
Robotics & Automation
Vision-guided robotic cells integrated with your existing line, safety, and controls.
- Robot integration, kinematics, and motion planning
- Camera calibration, 3D geometry, and fixtures
- PLC, safety, and I/O communication you can maintain
- Custom end-of-arm tooling (EOAT) design
Software & Operator Tools
Operator-first interfaces and services that make automation understandable and controllable.
- React/Next.js HMIs, calibration tools, and QA dashboards
- FastAPI/.NET services hardened for the plant network
- Traceability and data capture built for reporting
- Role-based access control and audit logging
Edge & Infrastructure
GPU edge nodes and deployment strategies designed for uptime, observability, and control.
- GPU edge nodes and containerized services
- On-prem and hybrid deployments with simple updates
- Logging, monitoring, and observability pipelines
- Air-gapped and restricted-network deployment strategies
How we work
Engagement models that fit real plants
Structured enough to be predictable, flexible enough to respect your constraints, shutdown windows, and staffing.
Discovery & feasibility
Short, focused engagements to validate what’s possible on your line using real data and constraints.
Pilot & production cell
From prototype to a hardened cell with robots, vision, PLC integration, and operator workflows.
Long-term evolution
Support, new features, and model updates as production changes, without ripping out what already works.
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