Case studies: How organizations turn digital twins into real results

Explore how teams across industry and infrastructure use intelligent digital twins to reduce risk, improve performance, and make better decisions—using their real data, systems, and constraints.

Proof, not promises

Each case study focuses on:

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Step-by-step frameworks

Clear methodologies for implementation and scaling

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The specific problem

Clear challenges teams needed to solve

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The approach taken

How the platform was implemented and used

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The measurable outcomes

Quantified results and business impact

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The lessons learned

What worked, what didn't, and key insights

Find stories relevant to your world

Reducing Unplanned Downtime in Manufacturing
ManufacturingPredictive Maintenance

Reducing Unplanned Downtime in Manufacturing

How a manufacturer used intelligent digital twins to detect early equipment degradation and cut reactive maintenance

Global manufacturer implements predictive maintenance across rotating equipment, achieving 35% reduction in unplanned downtime and 45% decrease in emergency maintenance costs through early degradation detection.

Key result: 35% reduction in unplanned downtime

Optimizing Energy Use Across a Building Portfolio
Smart BuildingsEnergy Optimization

Optimizing Energy Use Across a Building Portfolio

How facilities teams reduced energy consumption while maintaining occupant comfort

Commercial real estate portfolio uses intelligent building controls and optimization to reduce energy costs by 22% while improving occupant satisfaction scores across 45 buildings.

Key result: 22% energy cost reduction

Improving Supply Chain Visibility Under Disruption
Logistics & Supply ChainSupply Chain Visibility

Improving Supply Chain Visibility Under Disruption

How scenario simulation helped planners anticipate and mitigate cascading delays

Global logistics company uses digital twin simulation to model disruption scenarios, reducing delay propagation by 40% and improving customer delivery reliability during peak disruption periods.

Key result: 40% reduction in delay propagation

Strengthening Emergency Preparedness for Critical Infrastructure
Smart CitiesEmergency Simulation

Strengthening Emergency Preparedness for Critical Infrastructure

How simulation improved coordination and response confidence without live risk

Municipal emergency management uses digital twin simulation for crisis scenario training, improving response coordination time by 50% and building confidence across multiple response agencies.

Key result: 50% faster response coordination

More real-world examples

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Predictive maintenance for rotating equipment

Early bearing wear detection reduces maintenance costs by 30% across pump and compressor fleet.

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Production bottleneck identification and optimization

Line simulation reveals hidden constraints, increasing throughput by 18% without new equipment.

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Load forecasting and peak energy reduction

Utility demand response program reduces peak load by 15% through intelligent forecasting.

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Portfolio-level building performance improvement

Multi-site optimization improves energy efficiency by 25% while maintaining comfort standards.

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City-scale emergency response simulation

Multi-agency coordination training improves emergency response effectiveness by 35%.

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Virtual prototyping to reduce late-stage design changes

R&D simulation reduces physical prototyping costs by 60% and accelerates time-to-market.

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See what's possible in your environment

The patterns in these case studies are repeatable—adapted to your data, systems, and constraints.