New employee onboarding
Accelerate time-to-competency for new maintenance technicians with 3D interactive equipment familiarization and guided procedure walkthroughs before touching real equipment.
← Solutions
Training & Upskilling
Learn by Doing — in a Digital Twin
Deliver immersive 3D training using digital twins and mixed reality — from operator onboarding and safety certification to machinery simulation and expert knowledge capture.
Key Capabilities
- 3D Interactive Training Scenarios
Create step-by-step training procedures in FactVerse Designer with 3D models, animated sequences, and data-bound equipment states. Trainees interact with realistic simulations of real equipment.
- Equipment & Failure Mode Simulation
Interactive 3D replicas of production machinery with realistic controls, operating states, and failure scenarios. Operators practice startup, shutdown, changeover, and fault response — safely.
- Mixed Reality Field Guidance
Overlay digital instructions on physical equipment using AR/MR devices. New technicians follow expert-crafted procedures as holographic overlays on the actual machinery they're learning.
- Progressive Skill Paths & Assessment
Structure training into progressive levels. Built-in assessments verify operator proficiency, track completion rates, score performance, and certify operators for specific equipment types.
- Content Linked to Operations
Training scenarios use the same 3D models and asset context as the operational digital twin. When equipment or SOPs change, training content can be updated in Director to stay current.
- Multi-Language & Remote Delivery
Training content supports EN, 简, 繁, and Japanese with AI translation. Deliver consistent training to distributed teams without travel — on HoloLens 2, mobile, or desktop.
Use Cases
Practical applications and proven success scenarios across industries.
Safety procedure certification
Certify workers on lockout/tagout, confined space entry, and chemical handling through interactive 3D simulations with documented completion records and competency tracking.
Machinery operator training
Train operators on complex CNC setup, packaging line changeover, crane/forklift operations, and tool changes using 3D simulations before allowing access to production equipment.
Quality inspection training
Train quality inspectors on visual inspection procedures, measurement techniques, and defect classification using realistic 3D product models.
Cross-site workforce standardization
Deploy the same training content across multiple manufacturing sites. Every operator receives consistent instruction regardless of location or local trainer availability.
Traditional training doesn't scale
Classroom training is slow and abstract. On-the-job training risks equipment damage and safety incidents. Video training is passive and forgettable. Digital twin-based training solves all three — letting workers learn through realistic, interactive, hands-on practice in a safe digital environment using Director and DataMesh One.
Capture expert knowledge before it walks out the door
When experienced technicians retire, their knowledge leaves with them. Director-authored 3D training procedures capture their expertise as reusable, shareable digital content — step-by-step procedures that any new technician can follow to achieve the same quality of work.
Practice makes perfect — without production risk
Machinery operator training in digital twins lets workers practice on realistic equipment simulations — including failure modes and abnormal conditions — without risking production downtime, product damage, or safety incidents. Operators can repeat procedures until they develop confidence.
Measurable competency, not just attendance records
Traditional training tracks attendance. Digital twin training tracks competency — can this operator actually perform this procedure correctly? Assessment-based certification ensures workers are genuinely prepared, not just present.
Training that connects to real operations
Unlike standalone training tools, digital twin training connects directly to the operational environment. Training scenarios use real equipment models, real data patterns, and real procedures — so there's zero gap between what trainees learn and what they'll encounter in the field.
Why DataMesh?
| Traditional Training | DataMesh Approach |
|---|---|
| Classroom-based with paper SOPs | Interactive 3D + AR guided procedures |
| Expert-dependent knowledge transfer | Standardized procedures authored once, used everywhere |
| No practice before real equipment | Risk-free practice with digital twin simulation |
| Inconsistent grading | Objective scoring with time, accuracy, and key question tracking |
| No ongoing learning track | LMS-integrated course management with completion tracking |
Related Products
- Director — 3D training content authoring
- DataMesh One — Field delivery on mobile/AR/MR
- Simulator — Motion-platform operator training
- FactVerse — Digital twin platform
Typical Outcomes
| Metric | Impact | Source |
|---|---|---|
| Training time reduction | ↓ 40–60% vs. traditional methods | XR training industry benchmarks |
| Skill retention at 30 days | ↑ 75% vs. 20% for classroom | PwC VR Training Study |
| Training cost per person | ↓ 50–70% at scale | No travel, no equipment wear, no facility |
| Onboarding time for new hires | ↓ 50% with guided SOPs | Interactive 3D vs. manual reading |
| First-time task accuracy | ↑ to 90%+ with XR guidance | Measured across Director deployments |
Frequently Asked Questions
Training scenarios run on HoloLens 2, Magic Leap, iOS/Android mobile devices, and desktop browsers. Author once in FactVerse Designer, deploy to any platform.
With existing CAD/BIM models, a new training scenario can be created in 2-4 hours using FactVerse Designer's visual authoring tools. No coding required.
The platform tracks completion rates, assessment scores, time-to-competency, and procedure accuracy. Compare pre/post training KPIs to quantify the impact on operational performance.
Yes — training scenarios can bind to historical or simulated sensor data, showing operators how equipment behaves under different operating conditions.
Digital twins provide interactive, scenario-based practice that research shows produces better knowledge retention and skill transfer than passive content. Workers learn in the same spatial and asset context they will encounter on the job.