MATHWARE
From data to actionable intelligence
FOUR AI COMPETENCES, GROUNDED IN YOUR DOMAIN
Turning data into system intelligence
Four complementary AI competences for complex high-tech systems: Vision AI, Sensor AI, Physics AI and Generative AI. From images and sensor signals to physics-based reasoning and language, we turn data into actionable intelligence, not just raw output.
From AI model to industrial application
We combine deep AI expertise with domain knowledge and bring models from prototype to production, on the edge, in the cloud or inside your application. Explainable, robust and built for real industrial environments.
Extracting insight from visual data.
Deep learning for image classification, object detection and segmentation. Quality inspection, medical imaging and robot vision. 2D, 3D, video, hyperspectral and thermal image processing.
Convolutional & foundation models
Object detection & tracking
Image segmentation & anomaly detection
Making sense of sensor data.
Advanced signal processing and sensor fusion for IoT, manufacturing and high-tech systems. Anomaly detection, predictive maintenance and real-time monitoring. Combining multiple sensor sources for robust state estimation.
Time-frequency analysis
Bayesian machine learning
Multi-sensor fusion
AI that understands the physics of your domain.
Hybrid methods combining machine learning with physics models. Explainable and certifiable, not a black box. Fast surrogate models and physics-informed neural networks for design, control and optimization.
Physics-informed neural networks
Fast surrogate modelling
Explainable & certifiable models
Generative AI grounded in your industrial reality.
Large language models tailored to high-tech systems and engineering domains – grounded in machine data, sensor and equipment logs, service reports and technical documentation. Retrieval-augmented and agentic AI that helps engineers diagnose, interpret and act during integration, commissioning and operation, including the Industrial Chatbot. Built for the factory floor with robust MLOps and on-premise, edge and cloud deployment to keep sensitive high-tech IP secure.
Domain-grounded LLMs & RAG
Agentic AI for engineering workflows
On-premise, edge & cloud MLOps
Extracting insight from visual data.
Deep learning for image classification, object detection and segmentation. Quality inspection, medical imaging and robot vision. 2D, 3D, video, hyperspectral and thermal image processing.
Convolutional & foundation models
Object detection & tracking
Image segmentation & anomaly detection
Making sense of sensor data.
Advanced signal processing and sensor fusion for IoT, manufacturing and high-tech systems. Anomaly detection, predictive maintenance and real-time monitoring. Combining multiple sensor sources for robust state estimation.
Time-frequency analysis
Bayesian machine learning
Multi-sensor fusion
AI that understands the physics of your domain.
Hybrid methods combining machine learning with physics models. Explainable and certifiable, not a black box. Fast surrogate models and physics-informed neural networks for design, control and optimization.
Physics-informed neural networks
Fast surrogate modelling
Explainable & certifiable models
Generative AI grounded in your industrial reality.
Large language models tailored to high-tech systems and engineering domains – grounded in machine data, sensor and equipment logs, service reports and technical documentation. Retrieval-augmented and agentic AI that helps engineers diagnose, interpret and act during integration, commissioning and operation, including the Industrial Chatbot. Built for the factory floor with robust MLOps and on-premise, edge and cloud deployment to keep sensitive high-tech IP secure.
Domain-grounded LLMs & RAG
Agentic AI for engineering workflows
On-premise, edge & cloud MLOps
WHAT IS YOUR CHALLENGE?
Share your challenge with us, and we'll help bring your high-tech solution to life.
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