[ AR/XR · BIM · Computer Vision — Melbourne, Australia ]

AR/XR, BIM &
AI ENGINEERING
SERVICES

Three core technical domains. Platform-grade tools for the built environment — spatial computing, digital twins, and AI-powered inspection for infrastructure across Australia and worldwide.

01 — AR / XR

Augmented
& Extended
Reality

We design and build mixed reality applications that overlay live digital data — BIM models, sensor readings, maintenance history — directly onto the physical world. From HoloLens enterprise to no-install browser AR.

What is enterprise AR/XR development?

Enterprise augmented and extended reality (AR/XR) development involves building software applications that overlay digital information onto the physical world, typically for industrial, infrastructure, or field operations use cases. Unlike consumer AR (phone apps, filters), enterprise AR runs on dedicated hardware such as Microsoft HoloLens 2 or in browsers via the WebXR standard. DARKSPEDE builds AR/XR applications for infrastructure operators — including mixed-reality inspection tools, spatial anchor positioning systems, and browser-based no-install AR experiences that work on standard devices. Clients include government transport agencies and university research teams requiring hands-free data access in the field.

View AR/XR Projects →
Technology Stack
Unity HoloLens 2 MRTK WebXR Three.js Azure Spatial Anchors mind-ar.js C#

  • Enterprise HoloLens Applications

    Custom HoloLens 2 apps for field inspection, maintenance, and training — syncing with live BIM APIs and working offline in any environment.

  • Browser-Based WebXR Experiences

    No-app-install AR using WebXR, image tracking, and spatial audio — accessible from any iOS or Android browser via a QR code.

  • Spatial Anchor & Positioning Systems

    Sub-centimetre spatial alignment using Azure Spatial Anchors and custom GPS + IMU fusion for large-scale outdoor deployments.

  • Training & Simulation

    Immersive AR simulations for safety training, emergency response drills, and construction workflow rehearsal before breaking ground.

02 — BIM

Building
Information
Modelling

From IFC ingestion to live digital twin platforms — we build BIM systems that turn fragmented construction data into a unified, queryable source of truth. Accessible from any tool, at any scale.

What is a BIM digital twin platform?

A Building Information Modelling (BIM) digital twin platform is a live, queryable digital replica of a physical building or infrastructure asset, updated in real time from sensor data, inspection records, and asset management systems. Unlike static BIM models (which are drawings and specifications), a digital twin is an operational system used for ongoing maintenance, compliance, and decision-making. DARKSPEDE builds cloud-native BIM governance platforms and digital twin systems compliant with ISO 19650 and Australian AS/NZS standards. Delivered platforms include the Transport for NSW BIM Asset Library, standardising data across 500+ infrastructure projects.

View BIM Projects →
Technology Stack
Revit API IFC CityGML .NET 8 MongoDB SignalR Azure Cesium.js

  • BIM Data Governance Platforms

    Cloud-native APIs that ingest IFC, Revit, and point-cloud data, normalise it to a common schema, and expose it to any downstream system.

  • Digital Twin Development

    Live, queryable digital replicas of buildings and infrastructure — syncing real-time sensor data, maintenance records, and as-built model changes.

  • BIM + GIS Integration

    Merging Revit BIM models with Esri ArcGIS city data via automated IFC → CityGML → Cesium 3D Tiles pipelines for urban-scale digital twins.

  • IFC-Compliant Asset Libraries

    Standardised BIM object libraries built to AS/NZS and ISO 19650 standards — ensuring consistent digital twin delivery across large project portfolios.

03 — Computer Vision / 3D

Computer
Vision &
3D Systems

Custom-trained CV models, 3D point-cloud pipelines, and real-time defect detection systems — enabling machines to see, measure, and understand the built environment.

What is computer vision for infrastructure inspection?

Computer vision for infrastructure inspection uses trained machine learning models to automatically detect defects, measure asset conditions, and classify observations from images or video captured by cameras or drones — replacing or augmenting manual visual inspection. DARKSPEDE builds custom-trained detection models (using YOLOv8 and PyTorch), 3D point-cloud processing pipelines from lidar scans, and edge-deployed systems that run on NVIDIA Jetson hardware directly at the inspection site without cloud connectivity. Applications include pipeline defect detection, road surface analysis, and automated robotic inspection platforms for government and infrastructure operators.

View CV / 3D Projects →
Technology Stack
YOLOv8 PyTorch CUDA Open3D ROS2 NVIDIA Jetson Three.js

  • Defect Detection Systems

    Custom YOLO models trained on infrastructure-specific datasets — detecting cracks, corrosion, and structural anomalies in real time from camera or depth sensor feeds.

  • 3D Point Cloud Processing

    Pipelines that convert LiDAR, depth camera, or photogrammetry data into navigable 3D dashboards with semantic labelling and anomaly overlays.

  • Edge-Deployed Computer Vision

    CV models optimised for NVIDIA Jetson and edge hardware — running inference locally without cloud dependency in remote or hazardous environments.

  • Automated Inspection Platforms

    End-to-end robotic inspection systems integrating sensor hardware, CV inference, and web dashboards with geo-tagged anomaly reports and maintenance scheduling.

[ Engagement Model ]

HOW WE
WORK

Discovery icon

Discovery

We map your physical workflow, data landscape, constraints, and stakeholder goals before scoping deliverables, so the build starts from the real operational problem.

Architecture icon

Architecture

We define system design, data models, integrations, tech stack, and API contracts upfront, giving every stakeholder a clear view of how the platform will work.

Build and Iterate icon

Build & Iterate

We ship working increments, test them with real users and field conditions, then refine the product around what improves speed, clarity, and reliability.

Deploy and Support icon

Deploy & Support

We handle production rollout, documentation, team training, monitoring, and ongoing support, staying close after launch so the system keeps improving in use.

[ Start a Project ]

LET'S
TALK

Tell us about your challenge. We'll tell you which of our three domains can solve it — and how fast.

Get in Touch