All branches active
Industrial systems intelligence for machines, environments, and humans.
One multi-domain platform connecting IoT data, enterprise systems, spatial models, and human signals into LinkedTIERRA Live — the real-time operational intelligence platform that powers all four branches.
What we connect · Six source categories
Every data source already on your floor — without replacing what you own.
We connect to your existing systems through standard protocols. No rip-and-replace. No proprietary lock-in. The data you already generate becomes the foundation of the digital twin.
Edge · Environmental
IIoT Sensors
Environmental, equipment, and wearable sensors. Industrial-grade Bluetooth + LoRa networks with edge-buffered data so nothing is lost when connectivity drops.
Examples
- BlueMaestro environmental loggers
- Custom ESP32 edge devices
- WBGT compliance sensors
- Wearable HRV/biometric (with consent)
Protocols
Operations · Control
Industrial Systems
PLCs, SCADA, and historians. We integrate with the control systems already running your facility — without replacing them.
Examples
- Allen-Bradley / Siemens PLCs
- Wonderware / Ignition SCADA
- OSIsoft PI historians
- Modbus-enabled equipment
Protocols
Business · Records
Enterprise Systems
ERP, CMMS, MES, HR. The systems of record for the business. We connect at the API layer and respect existing data governance.
Examples
- SAP / Oracle / NetSuite
- Maximo / Fiix CMMS
- Plex / Aptean MES
- Workday / ADP HR
Protocols
Geometry · Models
Spatial & 3D Data
BIM, CAD, GIS, point clouds. The physical model of your facility — what's where, in what shape, at what scale.
Examples
- BIM 360 / Revit models
- AutoCAD drawings
- Esri ArcGIS layers
- LiDAR point clouds (LAS/LAZ)
Protocols
People · Cognition
Human Data
Training records, performance metrics, and cognitive measurements (under Neuro lab engagements). Always with consent, never for surveillance.
Examples
- Training completion records
- Performance metrics (anonymized)
- Cognitive load (EEG, eye-tracking)
- Safety incident reports
Protocols
Context · External
External Data
Weather, market, supply chain, regulations. The outside context that affects your operation but isn't generated by it.
Examples
- NOAA / weather feeds
- USGS satellite (Landsat 8/9)
- Supplier ETAs and shipping data
- OSHA / regulatory updates
Protocols
The four branches · How we interpret the data
Four lenses on one operation. Same platform.
Each branch is its own engineering practice — but they share the same data foundation, the same operator panel, and the same methodological rigor. Engagements typically blend two or three.
LinkedTIERRA Thermal
Heat is operational.
Drone thermal imaging, calibrated ground sensors, and 5-year satellite analysis combined into one engineering model. Used on 85,000+ sqft of industrial facilities.
Core capabilities
LinkedTIERRA Dynamics
Operations engineered.
Lean Six Sigma methodology applied to physical operations. Workflow design, throughput modeling, capacity engineering — with measurement-grade rigor.
Core capabilities
LinkedTIERRA AI
The intelligence substrate.
The engine behind LinkedTIERRA Live. Digital twins, predictive models, anomaly detection, decision automation — connecting sensors to ERP at machine speed.
Core capabilities
LinkedTIERRA Neuro
The cognitive layer.
The R&D lab. Immersive VR/AR training in Unity, non-invasive neurophysiology, cognitive UI research. Ethically-grounded, peer-reviewable.
Core capabilities
What we deliver · Seven outcome categories
From your data to engineering decisions.
The seven categories of work LinkedTIERRA produces — each tied to one or more branches. Every outcome is measurement-backed and monitored through LinkedTIERRA Live.
Real-time Dashboards
Operational visibility at every level.
LinkedTIERRA Live operator panels customized per role. Floor leads see active alerts. Plant managers see KPIs. Executives see fleet-wide rollups. Same underlying data, role-appropriate views.
Example
A 4-monitor command center showing 12 facility sites with live OEE per line.
Delivered by
Predictive Insights
See issues before they happen.
Forecasting models trained on your facility's actual behavior. Identifies pre-failure signatures, demand inflections, and capacity inflection points hours-to-weeks ahead.
Example
7-day rolling forecast showing equipment failure probability with confidence bounds.
Delivered by
Digital Twins & Simulation
Model, test, and optimize before you commit capital.
A running digital model of your facility. Test interventions virtually before deploying. Discrete-event simulation backed by real production data. ROI quantified before capital is committed.
Example
Simulated 12-month production schedule comparing 4 capacity expansion options.
Delivered by
Alerts & Automation
Right information to the right people, at machine speed.
Threshold-based and ML-based alerting. Multi-source correlation catches pre-failure patterns. Auto-routing to email, SMS, Slack, or webhook. Full audit trail per alert.
Example
A worker presses a button → PO auto-fires to procurement → audit log captures the chain.
Delivered by
VR / AR Training
Immersive, realistic, effective.
Custom Unity-built VR scenarios for industrial sites. Hazard exposure without real-world risk. Multi-headset (Quest 3, Vision Pro, Varjo). Cognitive learning measurement built in.
Example
A 30-minute VR module for confined-space entry with embedded competency tests.
Delivered by
Performance Optimization
Better processes, lower cost, higher safety.
Lean Six Sigma DMAIC engagements with measurement-grade rigor. Variance reduction, defect rate engineering, throughput optimization. Engineering deliverables — not slide decks.
Example
6-week DMAIC engagement reducing takt-time variance by 47% with full control plan.
Delivered by
Compliance & Reporting
Automated, accurate, audit-ready.
Regulatory reporting that pulls from the same source-of-truth data running your operation. OSHA, ACGIH, EPA, and industry-specific frameworks. Defensible audit trails.
Example
Auto-generated WBGT compliance documentation across 12 zones with NIST traceability.
Delivered by
Technology foundation · Six engineering layers
What LinkedTIERRA Live is built on.
The infrastructure layers behind every engagement. Engineering-grade choices at each layer — open-source where it matters, enterprise where it must be, never proprietary for its own sake.
Cloud & Edge
Compute where it makes sense.
Sensor data processed at the edge for latency-sensitive operations. Aggregation and historical analytics in the cloud. Hybrid by design — never forces you into one mode.
What it includes
- Edge processing (ESP32, Raspberry Pi, industrial gateways)
- Cloud aggregation (AWS, Azure, GCP-compatible)
- Offline-resilient buffering
- Encrypted MQTT transport (TLS 1.3)
AI / ML Engine
Statistical rigor at every layer.
Open-source ML stack (scikit-learn, PyTorch, Prophet) with MLflow tracking. Every model validated against held-out windows. We deploy only when R² clears the engagement-specific threshold.
What it includes
- Time-series forecasting + anomaly detection
- Regression models with held-out validation
- MLflow experiment tracking
- Open-source stack, no vendor lock-in
Digital Twin Engine
The model is the runtime.
Live digital twins of physical facilities. Discrete-event simulation backed by real production data. Built on Three.js for visualization, Unity for immersive views, custom Python for the simulation layer.
What it includes
- Three.js rendering (browser-native)
- Unity for VR/AR views (via Neuro branch)
- SimPy / FlexSim for DES
- Bi-directional sync with operations
Data Integration
Six source types, one source of truth.
Connectors for IIoT, industrial controls, enterprise systems, spatial data, human signals, external feeds. Standard protocols (OPC UA, Modbus, REST/OData/GraphQL, IFC). No proprietary lock-in.
What it includes
- PLC / SCADA connectors (OPC UA, Modbus)
- Enterprise APIs (ERP, CMMS, HR)
- Spatial formats (IFC, DWG, GeoJSON, LAS)
- External feeds (NOAA, USGS, supplier APIs)
Cybersecurity by Design
Engineering-grade, not policy-grade.
End-to-end encryption, least-privilege access, audit-trailed actions. Not bolted on — designed in from the protocol layer up. Suitable for the controls-network discipline your IT team expects.
What it includes
- TLS 1.3 transport, encrypted at rest
- Role-based access control (least privilege)
- Full audit trail per action
- OT-isolated deployment options
Scalable Architecture
From one workstation to a 12-site fleet.
Multi-tenant from day one. Same platform serves a single 5,000 sqft warehouse or a multi-site fleet across the Sun Belt. Resource consumption scales linearly — no rewrite required as you grow.
What it includes
- Multi-tenant by design
- Linear cost scaling (no step-functions)
- Per-facility isolation + cross-facility rollups
- Same operator panel from 1 site to 100
Technology foundation · Built with
LinkedTIERRA Live runs on proven enterprise infrastructure.
We integrate with the platforms your IT department already trusts. No proprietary lock-in. No "rip and replace" required. Just engineering-grade interoperability.
Azure
Cloud · IoT Hub · Synapse
AWS
Cloud · Lambda · TimeStream
Snowflake
Data warehouse · streaming
Unity
VR / AR / 3D engine
Esri
ArcGIS · spatial data
PTC
Digital twin · IIoT platform
"Built with" denotes technology integration only. LinkedTIERRA LLC is independent and not partnered with, endorsed by, or affiliated with the trademark owners shown. All trademarks belong to their respective owners.
Initiate engagement
Let's diagnose your thermal environment.
Most engagements begin with a 20-minute call. We'll diagnose your environment, scope the right approach, and outline the engineering path.