Industrial & Manufacturing

Edge-friendly ML for equipment, lines, and facilities.

Typical problems

Data sits on SCADA/OT networks with limited external connectivity.
Cloud round-trips are too slow or prohibited.
Need quick baselines to justify deeper projects.

How DataWizardML helps

Local training & deployment on existing plant servers.
Quality & anomaly checks via simple evaluation dashboards.
Exportable jobs/services to run on the edge or in maintenance windows.

Example use cases

Predictive maintenance from sensors and logs.
Yield optimization and scrap reduction.
Energy consumption forecasting per line or facility.

Getting started

Install in the control network or DMZ.
Import historian/PLC exports; define preparation rules.
Validate and export a job or service for pilot lines.

Discuss an on-site pilot