Edge AI Solutions
Intelligence where it matters - on the machine, on the street, in the field.
We design and deliver end-to-end Edge AI systems: sensors, edge devices, AI models, cloud platforms, and the applications that bring them together.
Smart Waste Management
Smart Waste Management for Cities
Turning waste collection from a fixed schedule into an intelligent, demand-driven operation.
How It Works
From bin to dashboard, one platform
Smart bins
Fill level, weight, gas and temperature, GPS - every bin reports live.
AI predictions
ML models forecast when each bin fills and trigger collection before overflow.
Smart routing
Trucks get dynamic routes to full bins only - less fuel, faster cycles.
Worker app
Drones spot litter, alert the nearest crew - cleaned and confirmed with photo proof.
Predictive Maintenance
Predictive maintenance without sensors
Detect machine faults from video - no hardware attached to your machines.
No physical sensors
No installation downtime, no retrofit costs.
Low-cost setup
A standard camera replaces an array of hardware sensors.
Flexible & remote
Monitor any machine a camera can see.
Early fault indication
Catch developing faults before they become failures.
The Pipeline
From video to verdict
A hybrid EVM + AI pipeline that turns invisible vibration into actionable prediction.
Capture
A standard camera records the machine - no contact, no modification.
Amplify
EVM magnifies subtle motion until micro-vibrations become measurable.
Process
Video becomes a clean vibration signal; filtering removes the noise.
Extract
Frequency and statistical features are compiled into a compact vector.
Predict
ML classifies healthy vs faulty in real time and raises early alerts.
Start Your Use Case
Need a system like this for your operations?
It starts with a one-hour workshop. Tell us your environment, your constraints, and the outcome you're after - we'll sketch the edge architecture that gets you there. No commitment, no sales pitch.