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.

Below are two systems we've engineered - and the proof that we can build yours.

Smart Waste Management

Smart Waste Management for Cities

Turning waste collection from a fixed schedule into an intelligent, demand-driven operation.

From reactive collection to predictive operations

Manual, reactive decisions
AI-driven, predictive operations
No bin visibility
Real-time IoT tracking of every bin
Fixed schedules
Demand-based dynamic collection
Static routes
AI-optimized routing
Low recycling rates
AI-assisted waste segregation

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.

1

Capture

A standard camera records the machine - no contact, no modification.

2

Amplify

EVM magnifies subtle motion until micro-vibrations become measurable.

3

Process

Video becomes a clean vibration signal; filtering removes the noise.

4

Extract

Frequency and statistical features are compiled into a compact vector.

5

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.