What equipment and systems can connect?
First check machine protocols, available signals and interfaces from MES, ERP and QMS. Define the product, lot and time records required for the initial scope.
Review implementation, licensing, hardware, maintenance and funding-program collaboration.
First check machine protocols, available signals and interfaces from MES, ERP and QMS. Define the product, lot and time records required for the initial scope.
Start with read-only collection and verify connection requirements for each machine. Schedule wiring or control changes in agreed maintenance windows; activate controls after separate validation.
Production, quality and maintenance staff explain rules and exceptions. Ingkle ontology experts structure them using interviews and proprietary tools; staff validate them against actual practice.
Begin with one problem and its equipment and records. Document permissions, approvers, allowed actions and incident handling; validate data, knowledge and AI responses before expanding.
Connect data and apply AI within one implementation
NAZARE
NAVIS
Use AI before every machine is connected. Validate analysis and responses on the first connected equipment, then expand.
Review connectivity, product scope, existing systems, AI adoption and operations.
Size for tags, rates, retention, concurrency and availability, not equipment count alone.
Choose a scope from data collection through operational analysis and AI agents.
Choose support for current-version stability or continued product improvements.
Scope specialized prediction or classification models after reviewing data and validation requirements.
Separate product supply, integration, data preparation and operating ownership.
Move through discovery, focused validation, operational handover and expansion.
Explore Ingkle’s national R&D, manufacturing AI smart-factory and Cheonan–Chungnam programs, and identify an adoption path for your factory.
Start together
Tell us about your equipment, data and priorities to review a path from connection to operations.