Industries
Where the physical world meets machine intelligence.
We focus on industries where perception, precision and timing decide outcomes, and where engineering depth matters more than generic AI tooling.
I-01
Manufacturing
Higher yield, less scrap and consistent quality from perception systems that keep pace with production.
Challenges we address
- Manual inspection that does not scale with throughput
- High-mix lines with frequent changeovers
- Quality data trapped on the line
Applications
- In-line defect detection
- Assembly verification
- Vision-guided handling
- Process anomaly monitoring
I-02
Healthcare & Medical Devices
Engineering partnership for device teams building real-time imaging and video-based products.
Challenges we address
- Research algorithms too slow for live use
- Strict latency requirements for operator-facing video
- Documentation demands of regulated development
Applications
- Live surgical and endoscopic video processing
- Ultrasound image enhancement
- AI-assisted visualization overlays
- Device manufacturing inspection
I-03
Robotics
Perception, fusion and guidance software that lets robots handle variability.
Challenges we address
- Unstructured parts and environments
- Perception latency that limits cycle time
- Fragile calibration in the field
Applications
- Bin picking and depalletizing
- Vision-guided assembly
- Mobile and gantry inspection
- Multi-sensor state estimation
I-04
Scientific Instrumentation
Accelerated acquisition and analysis pipelines that keep up with modern sensors.
Challenges we address
- Data rates that outpace offline processing
- Analysis code that does not scale
- Instruments deployed at remote sites
Applications
- Real-time signal and image analysis
- On-instrument reconstruction
- Automated event detection
- Edge processing at remote sites
I-05
Industrial Inspection
Repeatable, documented inspection of assets, components and infrastructure.
Challenges we address
- Inspector shortages and subjective results
- Complex geometries and access constraints
- Large volumes of inspection imagery
Applications
- Automated surface and weld inspection
- Robot-mounted inspection routines
- Inspection image triage
- Asset condition monitoring
I-06
Research & Development
Engineering capacity to turn promising prototypes into robust, deployable systems.
Challenges we address
- Prototypes that never leave the lab
- Limited in-house software engineering
- Hardware integration bottlenecks
Applications
- Prototype hardening and productization
- Experimental perception systems
- Custom sensor integration
- Benchmarking and feasibility studies
Engineering consultation
Have a process that needs to see, decide and act?
Tell us about the parts, signals or images you work with. An engineer, not a salesperson, will reply with an initial assessment of feasibility and next steps.