MatAlytics Ltd is redefining how industrial operators understand, monitor and extend the life of critical assets. The company applies physics-informed artificial intelligence (AI) to deliver real-time, high-fidelity insight into structural health, enabling faster and more confident decision-making across asset-intensive industries.
The investment round is being led by Momenta Ventures, a leading industrial impact venture capital firm, alongside the University of Nottingham and other contributors. The funding will enable MatAlytics to scale its technology and accelerate deployment across asset-intensive sectors, including energy and power generation.
MatAlytics was founded on more than a decade of applied research undertaken at the University of Nottingham, focused on understanding how materials behave under complex mechanical and thermal conditions. The company’s flagship CITRUS platform, initially prototyped with funding from the Electric Power Research Institute (EPRI), applies physics-informed neural networks to deliver real-time insight into structural integrity, enabling engineers to monitor stress, fatigue, and damage accumulation during operation.
CITRUS has benefited from early validation and technical feedback through exploratory studies with leading industrial organisations, including EDF and Uniper UK. These engagements focus on fatigue-sensitive, high-value components in power generation and energy infrastructure, where both downtime and over-conservatism incur high costs.
Dr Benedikt Engel, CEO and Co-Founder of MatAlytics, said:
“Most asset failures don’t happen because engineers lack models. They happen because those models stop at the design phase, while the asset keeps aging in operation. What we’ve built at MatAlytics brings engineering truth into live decision-making. By combining physics with real operational data, operators can see damage accumulating as it happens and act before risk becomes failure. That shift, from periodic assessment to continuous integrity, is what unlocks both safety and performance.”
While many industrial analytics platforms rely on data-driven prediction or offline simulation, MatAlytics operates in a distinct category. Traditional monitoring solutions depend on sparse historical data and black-box models that struggle with rare but catastrophic failure. At the same time, other physics-based AI approaches primarily focus on accelerating design workflows and stop short of live operational use.
MatAlytics is deploying physics-informed AI in real operating environments, where temperature, load and fatigue continuously affect component integrity. By generating its own high-fidelity simulation data and embedding true mechanical behaviour directly into its models, the platform avoids bias, remains robust even when data is limited, and delivers real-time insight that operators can trust.
This positions MatAlytics ahead of incumbent monitoring vendors and emerging digital twin providers as industrial markets shift from descriptive analytics towards continuous, decision-grade integrity intelligence.
“MatAlytics closes the gap between models and machines. They bring the rigour of finite element analysis into a real-time, accessible workflow, enabling engineers to validate decisions with speed, traceability and fidelity,” said Jerry O’Gorman, Partner at Momenta Ventures. “We are excited to support their journey and help scale their impact globally.”
With Momenta Ventures backing, MatAlytics is poised to bring real-time engineering insight into day-to-day industrial decision-making, strengthening asset integrity, resilience and performance at scale.
Read the full announcement on Momenta Ventures website.