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Manufacturing Simulation, Optimization & Real-Time Digital Twin

Manufacturing Digital Twin: From Simulation and Optimization to Real-Time AI

Start with Simcad® Digital Twin and Simulation to model, emulate and optimize manufacturing operations offline. Then extend that validated operational model into Digital Twin Studio® to connect live ERP, MES, PLC, automation and shop-floor data—creating a continuously updated Digital Twin for real-time monitoring, prediction, AI-assisted optimization and operational orchestration.

Get More Information Explore Digital Twin Studio®

A Continuous Manufacturing Digital Twin Lifecycle

Begin with Simcad®. Go Live with Digital Twin Studio®.

Build and validate the manufacturing system offline first—then extend that same operational logic into the live plant.

Simcad® is the desktop environment for production modeling, simulation, emulation, scenario analysis and optimization. Model machines, lines, labor, material flow, changeovers, schedules, maintenance, automation and process constraints before changing the physical operation.

Digital Twin Studio® takes the validated operational model to the web and connects it to live production systems and data. The model evolves from offline analysis into a continuously updated operational Digital Twin that can monitor current conditions, predict future states and support AI-assisted optimization.

  • Identify bottlenecks and capacity constraints.
  • Optimize schedules, labor, WIP and material flow.
  • Validate equipment, automation and layout changes.
  • Connect ERP, MES, PLC and plant-floor data.
  • Monitor OEE, throughput, utilization and downtime.
  • Predict delays, maintenance needs and future constraints.

For detailed offline design and what-if analysis, explore Manufacturing Simulation Software and Simcad® Digital Twin and Simulation. For connected live operations, see Digital Twin Studio®.

Manufacturing System

ProductionMachines, cells, lines and routing
ResourcesLabor, tooling and shared assets
MaterialWIP, inventory and movement
AutomationAGV, AMR, ASRS, conveyors and controls

From Offline Optimization to Live Operations

One Model. Four Levels of Manufacturing Digital Twin Maturity.

Move from engineering simulation to connected real-time operations without rebuilding the process model at every stage.

1

Offline Simulation

Use Simcad® to build and validate production flows, schedules, labor, machines, changeovers, WIP, buffers and automation.

2

Offline Optimization

Compare scenarios and improve throughput, OEE, cycle time, staffing, schedules, line balance, inventory and capital plans.

3

Real-Time Digital Twin

Publish the validated model into Digital Twin Studio® and connect ERP, MES, PLC, sensors, databases, RTLS and equipment data.

4

AI Orchestration

Use Digital Twin Studio® Intelligence to predict future conditions, evaluate responses and continuously improve operational decisions.

Manufacturing Optimization

Improve the KPIs That Drive Plant Performance

Use the operational model to understand how changes propagate across the entire production system instead of optimizing individual machines in isolation.

OEE

Throughput & OEE

Analyze capacity, machine utilization, starvation, blocking and line balance to improve output and equipment effectiveness.

SCH

Production Scheduling

Validate sequence, takt, changeovers, resources and material availability before releasing schedules to the floor.

WIP

WIP & Inventory

Balance raw material, buffers and finished goods against production demand without creating unnecessary inventory.

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LAB

Workforce Optimization

Forecast staffing needs, balance workloads and evaluate shifts, shared operators and automation alternatives.

MT

Maintenance & Uptime

Evaluate planned and unplanned downtime, maintenance windows and equipment constraints within the production schedule.

NPI

New Product Introduction

Test new products, routings, tooling, cycle times and demand mixes before disrupting live production.

Process & Quality Validation

Test Changes Before They Reach the Floor

Use simulation and emulation to validate line changes, new equipment, cycle-time assumptions, batch logic, product mix, tooling and process rules in a risk-free environment.

  • Line balancing and takt analysis
  • Changeover optimization
  • Batch and routing validation
  • Quality and rework scenarios
  • Tooling and resource constraints
  • Capacity and expansion planning

Material Flow & Automation

Validate the Complete Production System

Analyze machines, operators and automation together so capital decisions are made in the context of the full process rather than individual equipment specifications.

  • AGV and AMR fleet sizing
  • ASRS and conveyor capacity
  • Dynamic routing and dispatching
  • Kanban and replenishment logic
  • Congestion and travel analysis
  • Automation versus manual labor

Connected Plant

Connect the Digital Twin to Manufacturing Systems and Equipment

Digital Twin Studio® extends the validated Simcad® model into a browser-accessible operational environment. Live and historical production data can update the twin so teams can compare current performance, historical behavior and likely future states.

ERPMRPMESSAPPLCSCADADatabasesREST / JSONRFID / RTLSSensors / IoTAutomation

Manufacturing ROI

Quantify the Operational Impact of Better Decisions

The current CreateASoft manufacturing industry page highlights measurable gains from Digital Twin and simulation-driven optimization.

12%Reduction in cost per unit
8%Increase in throughput with scheduling optimization
17%Manpower hours saved / machinery efficiency increase

Connected Manufacturing Digital Twin

Extend the Validated Simcad® Model into Real-Time Plant Operations

Offline simulation answers what could happen. A connected manufacturing Digital Twin adds what is happening now and what is likely to happen next.

Manufacturing Digital Twin capabilities extend the model into connected production operations.

Digital Twin Studio® Live provides browser-based monitoring, KPIs, traceability and current-state visibility.

Digital Twin Studio® Intelligence adds predictive analytics, AI-assisted what-if analysis, recommendations, optimization and controlled orchestration.

One Model Across the Lifecycle

Simcad®Model • Simulate • Emulate • Optimize
PublishExtend the validated model to the web
Digital Twin Studio® LiveConnect • Monitor • Trace
Digital Twin Studio® IntelligencePredict • Recommend • Optimize • Orchestrate

One Continuous Technology Path

Simcad® Builds and Optimizes the Model. Digital Twin Studio® Makes It Live.

The transition from offline manufacturing simulation to a live AI Digital Twin uses the validated operational model as the foundation.

1

Simcad - Digital Twin and Simulation Software

Simcad® Digital Twin and Simulation

Offline: model, simulate, emulate and optimize production systems, schedules, labor, machines, material flow and automation.

Explore Simcad® →

2

Digital Twin Studio Live

Digital Twin Studio® Live

Real time: connect the validated model to plant systems and operational data for browser-based monitoring, dashboards and traceability.

Explore Digital Twin Studio® Live →

3

Digital Twin Studio Intelligence

Digital Twin Studio® Intelligence

Predictive and AI-driven: forecast constraints, evaluate responses and optimize schedules, resources, capacity, maintenance and operating strategy.

Explore Digital Twin Studio® Intelligence →

Manufacturing Digital Twin FAQ

From Offline Manufacturing Simulation to Real-Time AI

Common questions about extending a validated Simcad® manufacturing model into connected operations with Digital Twin Studio®.

How does an offline manufacturing simulation become a real-time Digital Twin?

The plant is first modeled, simulated, emulated and optimized in Simcad®. After the operational logic is validated, the model can be extended into Digital Twin Studio® and connected to live ERP, MES, PLC, database, equipment and automation data. This adds current-state monitoring, historical comparison, prediction and ongoing optimization to the original simulation model.

What is the difference between Simcad® and Digital Twin Studio®?

Simcad® is the desktop environment for manufacturing modeling, simulation, emulation, scenario analysis and offline optimization. Digital Twin Studio® is the web-based operational layer that extends the validated model into live connected operations with dashboards, traceability, predictive analytics, AI-assisted optimization and operational intelligence.

What manufacturing systems can Digital Twin Studio® connect to?

Typical connections include ERP, MRP, MES, SAP, SQL and other databases, PLCs, SCADA, APIs, RFID/RTLS, sensors, IoT devices, automation systems and other production applications. These connections allow the Digital Twin to reflect current production orders, inventory, machine status, resources and process conditions.

What does Digital Twin Studio® Live add to manufacturing simulation?

Digital Twin Studio® Live takes the validated model beyond offline analysis by connecting it to current plant data. Authorized users can access browser-based dashboards, KPIs, traceability, current operating state and live 2D/3D views without requiring the Simcad® desktop application on every user's computer.

How is AI used in a manufacturing Digital Twin?

Digital Twin Studio® Intelligence combines the operational context of the Digital Twin with live and historical data and focused AI models. It can forecast future conditions, identify developing constraints, evaluate alternative actions and support optimization of schedules, labor, material flow, maintenance, capacity and production strategy.

Can a manufacturing Digital Twin predict bottlenecks before they occur?

Yes. A connected model can evaluate production orders, schedules, WIP, equipment status, labor, material availability and current plant conditions to project where congestion, starvation, blocking or capacity constraints may develop before they materially affect production.

Can Digital Twin Studio® support predictive maintenance?

When machine condition, downtime, performance and maintenance data are available, the Digital Twin can evaluate equipment health in the context of the production system. This allows maintenance decisions to consider not only asset condition but also production schedules, capacity, downstream impact and alternate operating strategies.

Can Digital Twin Studio® optimize today's production schedule in real time?

Digital Twin Studio® Intelligence can evaluate current plant conditions against the connected operational model, project likely future states and compare alternative schedules or responses. Depending on the deployment and level of integration, workflows can progress from recommendations and validation to approved, controlled orchestration of selected production decisions.

Do we need to rebuild the manufacturing model when moving from Simcad® to Digital Twin Studio®?

The intended architecture is to use the validated operational model across the Digital Twin lifecycle rather than recreate the plant for each stage. Simcad® provides the desktop simulation and emulation foundation; Digital Twin Studio® extends that model into web-based connected operations and AI-assisted intelligence.

Manufacturing Simulation & Digital Twin

Move from Offline Manufacturing Optimization to a Live AI Digital Twin

Start by proving and optimizing the production system in Simcad®. Then take the validated model live with Digital Twin Studio®—connecting real operational data for continuous monitoring, prediction, AI-assisted optimization and real-time decision support.

Talk to Our Manufacturing Digital Twin Team
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Optimize Production Schedules

Balancing production demands and resources used to be a complex puzzle. Digital Twin Studio® simplifies it all. By blending real-time data, predictive analytics, and AI, you can optimize production schedules effortlessly. Less juggling, more efficient output.

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Identify and Eliminate Bottlenecks

Automatically detect and resolve bottlenecks in your manufacturing process, keeping production lines moving smoothly and efficiently. Test and compare different production scenarios, allowing you to anticipate the impact of changes before implementing them on the floor.

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Workforce Optimization

Scheduling and allocating your workforce used to be time-consuming. Now, Digital Twin Studio® forecasts labor needs based on real-time and historical data, optimizing shift planning and resource allocation. Keep your team productive and your operations efficient.

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Maximize Machine Uptime with Predictive Maintenance

Unexpected equipment downtime throwing off your schedule? Not anymore. Digital Twin Studio® monitors machinery health in real-time, predicting maintenance needs before issues arise. Keep your equipment running smoothly and your production on track—no more surprises.

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Improve Material Flow

Analyze and optimize the flow of materials through your plant, ensuring that the right materials are at the right place at the right time. Balance raw material and finished goods inventory levels with production needs, ensuring you have what you need when you need it without overstocking. Leverage historical and real-time data to minimize waste, ensuring that raw materials are used efficiently and sustainably.

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Process Optimization and Quality Assurance

Maintaining top-notch product quality is crucial. With Digital Twin Studio®, you can monitor production quality in real-time, catching potential material defects or production bottlenecks early. Test improvements on the fly, and implement changes with confidence. Ensure every product meets your standards, keeping customers happy and reducing waste.

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New Product Introduction

Launching new products often disrupts existing operations. Digital Twin Studio® lets you simulate new product manufacturing virtually, so you can refine and perfect processes before they hit the floor. Smooth launches with minimal risk—that’s innovation made easy.

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Real-Time Monitoring & Alerts

Keeping tabs on every aspect of production can be overwhelming. Digital Twin Studio® offers real-time monitoring and instant alerts, so you’re always in the know. Stay ahead of issues before they become problems, ensuring your production runs like clockwork.

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