INDUSTRIAL AI PLATFORM
Combining Machine Learning, signal processing, and data analytics into one unified platform for precision CNC machining. Tool wear prediction, anomaly detection, and process optimization – all in real-time.
700%
Average ROI
1.4
Payback Months
$127K
Annual Savings
For six years we have partnered with precision machine tool manufacturers worldwide. We understand the cost of tool loss during production. We know what unplanned downtime looks like. We know what noisy data costs you.
That's why we built a platform that doesn't guess. One that measures, analyzes, and predicts with 95% certainty.
Real-time ML inference
LSTM + XGBoost + Isolation Forest
Six modules working together to give you complete visibility into machine health.
01
LSTM deep learning provides remaining useful life forecasts with 95%+ accuracy. Real-time.
02
Isolation Forest and hybrid analysis identify abnormal behavior before it becomes a problem.
03
XGBoost recommends feed rates and spindle speeds for maximum efficiency and tool life.
04
MTConnect, OPC-UA, Modbus, MQTT – we work with every machine tool. Zero hardware modifications.
05
Kafka + WebSocket for live dashboards. 1-2 second latency. 1000s of machines simultaneously.
06
Savings calculation: tools (-30%), downtime (-75%), scrap (-55%). Financial dashboard included.
From conversation to full production in four steps.
We analyze your machines, controllers, and current pain points. We build an implementation plan and timeline.
We install protocol adapters. We test for 30 days in parallel with production. Zero risk.
Full deployment. Team training. Dashboards in production – operators see value immediately.
Ongoing support. Model optimization. New features. We're your partner for years.
Fanuc Manufacturing Plant
75% reduction in unplanned downtime. Tool life prediction accuracy of 96%. 820% ROI in 1.2 months.
12 machines • LSTM + Isolation Forest • Kafka streaming
Siemens Production Line
$180K annual tool savings. Process optimization: +22% throughput. Deployment: 3 weeks.
24 machines • MTConnect + OPC-UA • Multi-tenant
You don't need a perfect brief. Just tell us about your machines – we'll handle the rest.
CONTACT
admin@mayankiitj.in
Warsaw, Poland