
Personnel, equipment, materials, and tooling information is fragmented, making it difficult to monitor resource availability, work order progress, and shop-floor abnormalities in real time.
Work methods and process management rely heavily on individual experience, creating execution variability and increasing the need for standardized workflows and digital work instructions.
Work order progress, WIP location, and shop-floor status are not updated promptly, making it difficult for managers to understand actual production conditions.
Manufacturing records must connect personnel, equipment, materials, tooling, processes, and quality results to support traceability and abnormality analysis.
Equipment operation, downtime, alarms, and maintenance data need to be integrated to improve equipment visibility and response efficiency.
Frequent changeovers, multiple operations, and alternative process routes require clearer work order control, resource allocation, and scheduling coordination.
A unified platform is needed to manage manufacturing resources, production, quality, and operational information across multiple lines and facilities.
SmartCore AI™ | MES is built around a 5M1E manufacturing resource model, integrating personnel, equipment, tooling, materials, work orders, processes, quality, and shop-floor data. It connects scheduling, production execution, equipment connectivity, and quality traceability within a consistent and traceable manufacturing information architecture.
The platform connects Man, Machine, Material, Method, Environment, and Measurement resources in real time, helping manufacturers establish a visible, executable, traceable, and continuously improving smart manufacturing management framework.






SmartCore AI™ | MES uses the 5M1E framework—Man, Machine, Material, Method, Environment, and Measurement—to model and manage manufacturing resources. It integrates personnel, equipment, tooling, materials, work orders, processes, quality, and shop-floor information. A unified resource model connects scheduling, production execution, equipment status, and quality records to establish a real-time and traceable manufacturing information foundation for shop-floor execution, exception handling, and management decision support.

Personnel, Skills & Qualification Management
Integrates personnel data, skills and qualifications, shift schedules, and workforce availability to establish a shop-floor workforce resource model. It supports dispatching, operation qualification verification, and production traceability to ensure that qualified personnel perform the appropriate tasks.


Equipment, Networking & Tool Management
Integrates equipment master data, equipment capabilities, availability, maintenance plans, and abnormality history to establish a manufacturing equipment resource model for operation matching, dispatching, scheduling, and maintenance management. When integrated with Edge Box, real-time machine status and alarm information can also be acquired.

Acquires real-time data from CNCs, PLCs, robots, sensors, and other equipment, then standardizes, processes, and buffers the data at the edge. It serves as the shop-floor data bridge between equipment and SmartCore AI™ | MES, SmartCore AI™ | FMS, and SmartTool AI™, providing real-time data for equipment monitoring, production execution, scheduling, and manufacturing analysis.


Integrates tool master data, standard tool lists, tool assemblies, inventory, issuance, tool life, and disposal history. It links tooling with work orders, operations, and equipment to support tool preparation, usage management, low-stock alerts, and full lifecycle traceability.
For advanced integration with CNCs, tool presetters, RFID, smart tool cabinets, smart tool carts, or automated tool logistics, the system can be upgraded to the SmartTool AI™ complete tool management and automation solution.

Material & Warehouse Management
Integrates material master data, lot information, storage locations, inventory, stock movements, and work-order material issuance to establish a shop-floor material resource model. Inventory availability, reservations, and material readiness are checked against work orders, BOMs, and production schedules to support material issuance, batch traceability, and shortage alerts.

Process & Work Methods
Integrates work orders, BOMs, routings, operations, due dates, equipment, workforce, tooling, and materials to generate executable production schedules based on finite capacity and resource constraints. Schedules can be dynamically adjusted according to actual production progress, equipment abnormalities, material shortages, and rush orders, supporting delivery management, bottleneck identification, and manufacturing resource coordination.


Receives work orders and operation schedules released by WOMS-APS and manages shop-floor start/finish status, production quantities, labor time, exceptions, and WIP progress, creating a closed loop from planning to actual production.
Actual production results are fed back to WOMS-APS and synchronized with SmartCore AI™ | MES to update work-order progress and manufacturing history for capacity analysis, traceability, and subsequent schedule adjustments.


Integrates SOPs, work instructions, engineering drawings, inspection specifications, process specifications and parameter documents, and other manufacturing documents with controlled versioning, review, release, access, and change management.
Documents can be linked to products, process versions, operations, equipment, and work orders, ensuring that the current approved version is automatically provided during production execution and reducing the risk of using incorrect, obsolete, or invalid documents.


Integrates production, equipment, quality, material, and scheduling events, and distributes exceptions, action items, and critical manufacturing information based on event type, severity, roles, and notification rules.
The system tracks notification, acknowledgment, handling, escalation, and closure status to establish closed-loop exception management and reduce the risk of missed or delayed responses.

Process & Environmental Monitoring
Integrates equipment status, process parameters, energy data, and environmental sensing information to provide real-time monitoring, historical trends, alarms, and event tracking.
It establishes a visual monitoring platform for the shop floor and integrates with SmartCore AI™ | MES, AMS, QMS, and NMS to support production traceability, process improvement, equipment management, and quality analysis.


Quality & Measurement Management
Integrates incoming, in-process, and outgoing inspection while managing IQC, IPQC, OQC, inspection specifications, measurement results, quality exceptions, NCR, CAPA, and quality traceability.
Inspection results can be linked to work orders, operations, material lots, equipment, personnel, tooling, and process data, and fed back to SmartCore AI™ | MES to support quality release, exception containment, production execution, and subsequent schedule adjustments.


SmartCore AI™ integrates work orders, schedules, equipment, personnel, quality, materials, tooling, and process data from SmartCore AI™ | MES. Through natural-language queries and cross-module analysis, it helps managers quickly understand production status, exceptions, risks, and pending actions.
Depending on the selected plan and permissions, the system can also incorporate external public information and cross-reference technical specifications, materials, standards, and internal manufacturing capabilities to support manufacturability and order feasibility assessments.


For complete AI manufacturing Q&A, Web Search, internal/external data analysis, enterprise data security, OpenAI API usage policies, and plan pricing, please refer to the dedicated SmartCore AI™ page.
Learn More →SmartCore AI™ | MES
Visualize, execute, and trace. Integrates manufacturing resources, production execution, quality traceability, and shop-floor data to establish a consistent management foundation from work orders and scheduling through production and shipment, improving manufacturing visibility, execution efficiency, and continuous improvement.

01
Standardized Modeling of Man, Machine, Material, Method, Environment, and Measurement
Unifies personnel, equipment, tooling, material, process, environmental, and quality data to establish a manageable, connected, and traceable manufacturing resource foundation.

02
Connect Scheduling, Execution, Material, and Quality Processes
Creates a complete record from work-order creation, resource checks, scheduling, and production execution through quality and shipment, with continuous plan-to-actual feedback supporting shop-floor adjustment and management improvement.

03
Real-Time Visibility into Production Status and Exceptions
Monitors work orders, WIP, equipment, materials, quality, and exceptions while linking personnel, equipment, materials, tooling, operations, and quality records to create a complete manufacturing history.

04
Optional AI Module
Supports AI manufacturing Q&A, cross-module analysis, and risk identification across delivery, bottlenecks, equipment, quality, material shortages, and manufacturing capability.
From 5M1E manufacturing resource modeling, work-order and scheduling management, shop-floor execution and production feedback, and material and quality traceability to the optional SmartCore AI™ Manufacturing Intelligence Assistant, the system can be deployed in phases according to actual production processes and management requirements.