Industries
Where We Work
Industries
Deep domain expertise in the infrastructure that powers modern life – from the grid to the home to the factory floor.
Smart Utilities in Depth
Physical AI for Power, Gas & Solar
We build complete sense-to-action systems for utilities – custom sensing hardware at the edge, secure communication networks, cloud digital twins, and AI engines that predict failures and automate response.
⚡
Power
Real-time visibility and predictive control across the grid – from substation to smart meter.
- Transformer & Substation Health
Continuous sensing with AI-driven failure prediction - Smart Metering & AMI
Custom meter electronics with consumption analytics - Self-Healing Grid
Fault localization in seconds with automated restoration - AI Load Forecasting
Predictive models that balance peaks and optimize dispatch
🔥
Gas
Safety-first sensing and AI that watches pipelines and networks around the clock.
- Pipeline Pressure & Flow Monitoring
Rugged edge devices tracking remote assets in real time - AI Leak Detection
Methane sensing plus pressure-pattern AI to localize leaks early - Smart Gas Metering
Battery-optimized meters with remote reading and prepaid support - Automated Emergency Shutoff
AI agents that isolate segments when unsafe conditions arise
☀️
Solar
Maximum yield from every panel – rooftop portfolios to utility-scale farms.
- String & Inverter Monitoring
Granular tracking that isolates underperformance instantly - Computer Vision Inspection
Thermal and visual AI detecting hotspots, cracks, and soiling - AI Generation Forecasting
Weather-integrated day-ahead and intraday production forecasts - Digital Twin Benchmarking
Live actual-vs-expected yield comparison to quantify losses
Smart Cities in Depth
Physical AI for Urban Infrastructure
We turn roads, parking, lighting, and public spaces into connected, self-optimizing systems – sensed at the edge, orchestrated in the cloud, and automated by AI.
🛣️
Road & Traffic
AI that watches every junction and keeps the city moving.
- AI Traffic Monitoring
Computer vision counting vehicles, detecting congestion and incidents - Adaptive Signal Control
Junction signals that retime themselves to live traffic flow - Road Condition Sensing
Edge devices detecting potholes, flooding, and surface wear - Violation & Incident Detection
Automated alerts for wrong-way driving, stoppages, and accidents
♻️
Waste & Sewer
Clean streets and healthy sewers – monitored continuously, serviced only when needed.
- Smart Bin Fill-Level Sensing
Ultrasonic sensors with AI-optimized collection routes - Sewer Level & Overflow Monitoring
Manhole sensors detecting blockages and overflow risk early - Gas & Odor Detection
H₂S and methane sensing that protects workers and residents - Predictive Network Maintenance
AI that flags silting and blockage patterns before backups occur
💡
Street Lighting
City-wide lighting that dims, brightens, and repairs itself intelligently.
- Smart Lighting Controllers
Custom luminaire controllers with LoRaWAN/NB-IoT connectivity - Adaptive Dimming
Brightness that follows traffic, pedestrians, and ambient light - Fault Detection & Predictive Maintenance
Failures reported automatically before citizens notice - Energy Analytics
Pole-level consumption tracking with city-wide savings dashboards
🌿
Environment
A live environmental picture of the city, block by block.
- Air Quality Monitoring
Dense sensor networks tracking PM2.5, NOx, CO₂, and ozone - Noise Mapping
Continuous acoustic sensing with AI source classification - Flood & Weather Sensing
Water-level and micro-weather stations with early-warning AI - Pollution Forecasting & Alerts
Predictive models that warn citizens and trigger city response
Smart Homes in Depth
Physical AI for Home Safety & Intelligence
Privacy-first home protection – intelligent sensing instead of cameras, with AI that knows the difference between everyday life and a real emergency.
🛡️
Intrusion Detection
Camera-free security that senses presence, not pictures – full protection with full privacy.
- Multi-Sensor Perimeter Protection
Door, window, motion, and vibration sensors fused by AI - AI Presence Intelligence
Learns household patterns to tell family from intruder - Glass-Break & Tamper Detection
Acoustic and vibration sensing on entry points and devices - Instant Verified Alerts
Multi-sensor confirmation that cuts false alarms before notifying
🔥
Fire & Gas (CO) Safety
Early warning that acts – detecting smoke, heat, and toxic gas before they become tragedy.
- Smoke & Heat Detection
Interconnected sensors with AI discrimination of cooking vs. fire - CO & Gas Leak Monitoring
Continuous carbon monoxide and LPG/natural gas sensing - Automated Response
Gas valve shutoff, ventilation, and power isolation on detection - Whole-Home Alerting
Sirens, mobile alerts, and escalation to emergency contacts
⚡
Energy Monitoring
Know where every watt goes – and let AI cut the waste automatically.
- Circuit-Level Monitoring
Real-time consumption per appliance and circuit - AI Usage Insights
Pattern analysis that spots waste and abnormal consumption - Appliance Health Detection
Power-signature AI that flags failing appliances early - Smart Load Automation
Scheduling and control that trims bills without losing comfort
🆘
Distress Management
Help that arrives even when no one can call – for elders, children, and everyone home alone.
- Panic Buttons & Wearables
One-touch SOS devices connected throughout the home - Fall & Inactivity Detection
Privacy-safe sensing that notices falls and unusual stillness - Voice Distress Recognition
On-device AI that hears calls for help – no cloud audio - Emergency Escalation
Automatic alerts to family, neighbors, and response services
Mobility & Transportation in Depth
Physical AI for Everything That Moves
Wireless sensing, rugged edge devices, and AI that keep fleets, trains, containers, and temperature-sensitive cargo visible, safe, and on time.
🚗
Advanced Vehicle Telematics
Wireless sensors across the vehicle – no wiring harness changes, full fleet intelligence.
- Wireless Sensor Networks
BLE tire, temperature, load, and door sensors reporting to one gateway - Driver Behavior & Safety AI
Harsh braking, overspeed, and fatigue-pattern detection with scoring - Vehicle Health Diagnostics
CAN-bus and sensor data fused into predictive maintenance alerts - Live Tracking & Geofencing
GPS/LTE tracking with route compliance and automated alerts
🚆
Railway Solutions
Continuous sensing for rolling stock and track – safety that never sleeps.
- Rolling Stock Monitoring
Wireless axle, bearing, and wheel sensors with AI fault prediction - Track & Infrastructure Sensing
Vibration and strain monitoring that detects defects early - Wagon Tracking & Integrity
Battery-powered trackers with coupling and door status - Level Crossing & Trackside Safety
Autonomous detection and alerting at critical points
📦
Container & Freight
Every container visible, every shipment accounted for – door to door.
- Smart Container Tracking
Multi-year battery trackers with GPS, cellular, and satellite fallback - Door & Intrusion Sensing
Tamper and unauthorized-opening detection with instant alerts - Shock & Handling Monitoring
Impact, tilt, and drop logging that pinpoints damage events - ETA Prediction & Logistics AI
Route and dwell-time analytics for accurate arrival forecasts
❄️
Cold Chain
Unbroken temperature integrity from production to delivery – proven, not assumed.
- Continuous Temperature & Humidity Logging
Wireless probes across trucks, reefers, and cold rooms - Excursion Prediction & Alerts
AI that warns before thresholds are breached, not after - Reefer & Compressor Health
Equipment monitoring with predictive failure detection - Compliance Reporting
Audit-ready chain-of-custody records for pharma and food
Don’t See Your Industry?
Our Physical AI platforms adapt to any environment where sensing, intelligence, and automation create value.