Case Studies
How each twin was built — and what it answers
Each case study follows the same structure: the operational challenge, what we built, what the twin shows, and what a production deployment on real data adds. All are reference builds on fictional sites and synthetic or public data, clearly marked as such.
Gen 3 · BUILDINGS, HOTELS & RESORTS
Building Twin · HVAC
Building owners are sold HVAC optimisation on promised percentages. Without a reference, nobody can say what the building would have used anyway — and faults quietly erase the gains.
Gen 3 · ADVANCED MANUFACTURING
Industrial Twin · Additive Manufacturing
Additive manufacturing promises lighter, better-cooled parts, but every build is expensive and slow. Engineers need to choose parameters, spot drift and plan the downstream line without burning machine hours — and without anyone mistaking a simulation for a validated process.
Gen 3 · BUILDINGS, HOTELS & RESORTS
Hotel Twin · Lighting, HVAC & BMS
Hotels run lighting, HVAC and the BMS as separate systems, so an empty room is still lit and cooled. Owners want to see the integrated behaviour — and prove the lighting integration will work with the real network — before touching 277 rooms.
Gen 3 · BUILDINGS, HOTELS & RESORTS
Resort Twin · HVAC
Tropical resorts spend most of their electricity on cooling and dehumidification, often for rooms and villas nobody is in. Operators need to know what to change, what it saves and what it costs per room night.
Gen 4 · OIL, GAS & PIPELINES
4D Midstream Digital Twin
A pressure drop on a long line can be a leak, a drifting transmitter or an operating change. Alarms fire on thresholds; operators need to know which hypothesis the evidence supports, where, and what happens next.
Gen 3 · LOGISTICS & WAREHOUSING
Warehouse Twin
Warehouse operators change slotting rules and truck dispatch on intuition. Nobody can show the effect on lead time and empty travel — or prove where a missing pallet went.
Gen 3 · RESTAURANTS & FOOD SERVICE
Restaurant Digital Twin
A margin drop at one store hides inside thousands of transactions. Was it a supplier price change, over-portioning, waste, a promotion or labour? Finance sees it a month later.
Gen 3 · ENERGY & UTILITIES
Digital Energy Factory
Industrial energy projects combine assets that are usually modelled in separate tools. Stakeholders need to see — and stress-test — the whole system on one timeline.
Gen 3 · ENERGY & UTILITIES
Home Energy Twin
Households and installers want to know whether hydrogen storage pays off next to a battery — at their location, with their roof and their load — before they commit.
Gen 4 · AGRICULTURE & FOOD PRODUCTION
4D Plant Digital Twin
Growers see the effect of drought or poor light weeks after the cause. Agronomy models exist but are hard to question: why is this leaf smaller, and what if we had irrigated on day 45?
Gen 3 · HEALTH & CARE
Facility Twin · Care
Care centres juggle family arrivals, staff, rooms, equipment and safety, often with paper rosters. Drills for accessible evacuation are rare and hard to review.
Gen 2 · AUTONOMY & NAVIGATION
Fieldwork — Visual Localization
When GNSS is degraded, a vehicle must localise from vision — and must refuse a fix it cannot support. Most benchmarks leak ground truth or hide failures.
Gen 1 · SCIENCE & EDUCATION
Universe Explorer
Scientific datasets are vast and abstract. Museums, classrooms and outreach teams need something faithful to the data that anyone can explore by asking.
Gen 1 · SCIENCE & EDUCATION
Human Body Explorer
Anatomy is taught from flat pictures. Students and patients need a faithful 3D atlas they can question.
Have a system you want to see, question or rehearse?
Tell us about the site, the process and the decision. We will come back with what a twin could answer, which data it needs, and how fast a prototype can be in front of your team.