PRACTICE / ENGINEERING
Sensors are easy. Decisions are the work.
IoT that turns fleet telemetry into operating decisions.
We build IoT and digital-engineering systems that move beyond connected dashboards — instrumented assets, edge processing, and the cloud-side intelligence that closes the loop between observation and action.
- 01IoT Consulting & Strategy
- 02IoT Solution Integration
- 03IoT Device Management
IoT Consulting & Strategy
Develop IoT strategies aligned with business goals and efficiency.
DELIVERED WITHIndustry 4.0 · Edge-first
IoT Solution Integration
Custom IoT solutions with sensors, connectivity, and data analytics.
DELIVERED WITHMQTT · OPC UA · LoRaWAN
IoT Device Management
Secure, scalable device connectivity and lifecycle management.
DELIVERED WITHAWS IoT · Azure IoT Hub · Mender
Data Analytics Integration
Real-time insights for decision-making and operational efficiency.
DELIVERED WITHKinesis · Timestream · Grafana
Digital Twin Technology
Create digital replicas of assets for monitoring and predictive maintenance.
DELIVERED WITHAWS TwinMaker · Azure Digital Twins
AI-Driven Smart Automation
Enhance efficiency and decision-making using AI and automation.
DELIVERED WITHEdge ML · TensorFlow Lite · ONNX
02 / ENGAGEMENT SPINE
How an iot & digital eng. engagement actually runs.
Five phases — each with a clear deliverable so the progress is checkable, not vibes. Phases overlap in practice; the rail is sequence, not gates.
- 01
Discover
Inventory assets, telemetry available, and the decision the IoT layer is meant to support. Edge vs cloud.
- Asset inventory
- Telemetry map
- Decision model
- 02
Design
Design the edge stack, connectivity tier, security posture, and the data contract with the cloud layer.
- Edge architecture
- Connectivity plan
- Data contract
- 03
Engineer
Build firmware, edge agents, ingestion pipelines, and the operating dashboards. Field test before fleet rollout.
- Firmware
- Edge agents
- Dashboards
- 04
Deploy
Roll the fleet by site or batch. OTA channels, signed updates, rollback paths — assume the device is far away.
- Fleet rollout
- OTA channel
- Rollback procedure
- 05
Operate
Steady-state telemetry monitoring, anomaly detection, and quarterly twin reconciliation against ground truth.
- Telemetry health
- Anomaly alerts
- Twin reconciliation
03 / TOOLCHAIN
What we reach for on iot & digital eng. engagements.
Tools are choices, not commitments — substitute per your environment. The grouping below is the shape of the stack, not a vendor list.
EDGE
- Raspberry Pi
- NVIDIA Jetson
- Greengrass
- Azure IoT Edge
CONNECTIVITY
- MQTT
- OPC UA
- LoRaWAN
- Cellular IoT
CLOUD IOT
- AWS IoT Core
- Azure IoT Hub
- GCP IoT Core
TIME-SERIES
- InfluxDB
- Timestream
- TimescaleDB
DIGITAL TWIN
- AWS TwinMaker
- Azure Digital Twins
- Unity