Factory overview

Real-time health summary across your fleet

-- Machines monitored

-- Operating optimally

-- At risk

-- Critical action required

Health distribution

Remaining useful life

Active pipelines

AI4I 2020

Milling machine failure classification. XGBoost + Random Forest ensemble.

Classification

Pump sensor

Water pump early-warning with 60-minute lookahead window.

Classification

NASA CMAPSS

Turbofan engine regression. LSTM and CNN on sliding windows.

Deep learning

Azure PdM

Multi-machine fleet telemetry. FAISS RAG index over maintenance logs.

RAG

Fleet health

Individual machine status and sensor telemetry

-- Total fleet

Select a filter or refresh to load fleet.

Diagnostics

Execute the inference engine on live telemetry

Telemetry input

Machine identifier

Service age years

Voltage V

Rotation rpm

Pressure kPa

Vibration mm/s

Data scenarios:

Enter machine telemetry parameters to begin diagnostics.

Reports

Historical archive of machine diagnostics

Select a document from the index.

Production scheduling

Automated job reallocation based on machine health requirements

Job ID	Machine	Duration	Priority	Status	System notes
Awaiting data retrieval.