Industry 5.0
Building Inspection-Grade Datasets for the Future of Industry 5.0
We convert complex industrial imagery into high-integrity
computer vision models ready for deployment.
Collaborating with innovative leaders in Industry 5.0
Industrial Data Modelling Across Infrastructure, Energy and Waste Management
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Structuring Industrial Imagery and Sensor Data for Automation
Annotation pipelines engineered for accurate perception across challenging operational environments.
Bounding Boxes
A fast, scalable method for locating objects within an image.
- Uses simple X/Y coordinates to mark object position
- Ideal for high-volume annotation and early detection models
- Quick to produce with consistent quality
Cuboids (3D Boxes)
A 3D labelling method capturing object depth, orientation and volume.
- Provides spatial understanding beyond 2D annotations
- Essential for distance estimation and obstacle detection
- Supports robotics, autonomous navigation and scene reconstruction
Point Cloud
High-precision 3D annotation for LiDAR-based perception.
- Structures millions of spatial points into recognisable objects and environments
- Captures geometry, depth and spatial layout with accuracy
- Critical for autonomous vehicles, drones and smart mapping
Polygons
A precise outlining technique that captures an object’s true shape.
- Traces accurate object boundaries for improved model performance
- More detailed than bounding boxes but faster than pixel-level segmentation
- Suitable for components, defects and material recognition
Semantic Segmentation
Pixel-level annotation for maximum detail and model accuracy.
- Labels every pixel to deliver the highest possible granularity
- Best for complex scenes with overlap, blur or shadows
- Supports advanced perception and decision-making models
Precision Workflows Engineered to Handle Noise and Variability
We customise workflows to deliver consistent results in high-risk or high-volume industrial settings.
Intake & Compliance Setup
ISO 9001, ISO/IEC 27001 frameworks ensure secure, audit-ready workflows for industrial data.
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Intake & Compliance Setup
Domain Expertise
Inspection engineers define defect taxonomies, annotation rules and acceptance criteria.
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Domain Expertise
Quality Assurance
Teams trained in industrial inspection deliver consistent datasets with multi-layered QC.
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Quality Assurance
Feedback & Iteration
Workflows adapt to client models, environmental conditions and operational constraints.
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Feedback & Iteration
Deliverables
Versioned datasets with documented protocols suitable for regulatory, safety and engineering review.
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Deliverables
The collaboration with IngeData allowed XXII Group to reach a high level of attractivity towards data scientists, since we are now able to provide them with abundant annotated data. These annotations are delivered by IngeData through our dedicated team of 20 annotators working hand in hand with our team. Considering the very tight market conditions on the data scientists market, this is a considerable business result for us to grow fast.
William Eldin
CEO
XXII Group
IngeData brought great project management skills to our project. I was a bit worried about our tight deadlines, but the quality of the project architecture secured the annotation workflows and ensured swift deployment and delivery. We could use IngeData’s annotations to retrain our AI models and hit our model accuracy targets.
Marion Rosenstiehl
Programme & Product Manager
SUEZ
The Team Shaping the Reliability of AI Systems for Industry 5.0
We’re a multidisciplinary team delivering the expertise needed to build dependable AI for complex industrial operations.
Project Manager
Dimby
Design and industrial 3D modeling expertise combined with multi-project management, overseeing the creation of precise and reliable industrial 3D models from complex technical drawings.
Outsourcer Specialist
Dina Nantenaina
Annotation specialist, particularly in structural defect detection, with over 3 years of experience.
Project manager
Fitiavana
9 years of experience in data processing, including 4 years as a Project Manager, specialized in managing complex projects, optimizing workflows, and coordinating multidisciplinary teams.
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