Work
Six capabilities, one team — from the sensor to the shipped system.
What we do
One loop, every engagement: find a costly bottleneck, prove the fix, then scale what works.
Where we work — six domains
Condition monitoring
Wireless sensors on your rotating assets catch the drift long before it becomes a failure.
LoRaWAN · RS485 / Modbus · edgePredictive maintenance
Models read vibration and thermal signatures into a failure-risk score and remaining useful life per asset.
Time-series · anomaly · RULVision & OEE
Vision reads OEE (overall equipment effectiveness) past locked PLCs — no keystrokes.
CV · non-invasive · OEEEdge & IoT platform
Gateways stream your plant data into a time-series core — and stay on-prem whenever confidentiality demands it.
EMQX · TimescaleDB · gatewaysOptimization
Solvers and ML scoring tighten the physical decisions that quietly leak your yield.
Solvers · ML scoring · on-premCommercial intelligence
Demand forecasting, procurement-timing signals, and document automation keep commerce as sharp as the floor.
Forecasting · RAG · automationMeasure. Think. Connect.
One signal path, end to end: we measure it, the AI reads it, your software acts — no handoffs.
Products & services
You get modular solutions priced by the outcome they deliver — never by the hour we spend.
Platform
Edge Gateway Platform
One foundation that ingests your sensors, PLCs, and meters over LoRaWAN, Modbus, and MQTT.
Solution
Condition Monitoring
White-label sensors track vibration, temperature, current, and acoustic signatures around the clock.
Solution
Predictive Maintenance
Failure-risk scoring and drift detection hand you a prioritized, plan-ahead maintenance schedule.
Solution
Vision OEE & Line Intelligence
Cameras read your machine screens to compute true OEE (overall equipment effectiveness) — no integration needed.
Solution
Process Optimization
Constraint solvers and ML scoring tighten the everyday decisions that quietly leak your yield.
Solution
Global & Commodity Intelligence
We fuse commodity prices, weather, and logistics into clear procurement timing.
Solution
Forecasting & Anomaly
Forecast demand and price while flagging anomalies and fraud, on causal architectures that stay conservative.
Solution
Knowledge & Document Automation
We capture the know-how in one operator's head and automate the paper-and-PDF logs blocking your AI.
Engagement
The Assessment
We price your bottlenecks, score AI readiness 1–10, and hand you a funded roadmap — fee credited when you build.
Commercial model
Pay by the solution, bundle for discounts, pick a 20-to-60 hour monthly tier. Every ROI figure stays indicative until Phase-1 quantifies it on your numbers.
Next step
Tell us where it hurts.
A short assessment puts a dollar value on your bottleneck — credited back if you build.