Control engineering · Machine learning · Data analytics
Engineering intelligence for systems that must not fail.
Enovixa combines control engineering and machine learning to build estimation, control and diagnostic functions for vehicles, aircraft, energy and industrial systems — from measurement and first model to verified function on the target hardware.
Automotive · Aerospace & Defence · Energy & Industrial
What we do
From model to verified function
Modelling & simulation
Multi-physics, data-driven and hybrid models of electrical, thermal, mechanical and fluid systems — the basis for design decisions, virtual testing and digital twins.
Learn more →Machine learning & AI
Neural-network and probabilistic models for prediction, anomaly detection and computer vision — on time series, sensor signals, images and RF, deployed down to the edge.
Learn more →Control design
Model predictive, robust and adaptive control for powertrains, energy and thermal systems, actuators, rotating machinery and precision mechatronics.
Learn more →Estimation & sensor fusion
State and parameter estimation, virtual sensors, navigation and localization — robust to noise, outliers and missing data.
Learn more →Diagnostics & health monitoring
Model-based and machine-learning fault detection, prognostics and remaining-useful-life estimation.
Learn more →Data analytics & optimization
Data pipelines from test benches and fleets to calibrated models, dashboards and decisions.
Learn more →Deployment, instrumentation & verification
Embedded implementation on target hardware, the measurement chains that feed it, and functional verification & testing.
Learn more →Not sure where your problem fits?
Describe the system and the challenge — we’ll tell you honestly whether and how we can help.
Talk to us →Our approach
Six steps, one partner
Understand
Physics, requirements, constraints and available data.
Model & learn
Physics-based, data-driven or hybrid models — the right mix for accuracy, explainability and compute budget.
Design
Control, estimation or diagnostic functions matched to hardware limits.
Deploy
Implementation and integration on the target hardware.
Verify & validate
Requirements-based testing across MIL/SIL/HIL, benches and field, with clear acceptance criteria.
Hand over
Documented, maintainable code and test assets your team owns.
Why Enovixa
Built for real systems
Concept to hardware
One partner from first model to verified function on the target — no hand-off gaps.
Physics and machine learning, combined
Engineering-grade ML that is explainable, verifiable and ready for certification-minded industries.
Built for real systems
Designed around real sensors, noise, compute limits and safety requirements.
Your IP stays yours
NDA-first, full handover of code, models and test assets.
How we work
Engagement models
Feasibility study & technical review
Assess a new problem or review an existing design, algorithm or ML model. Findings, a proof-of-concept and a clear recommendation.
End-to-end development
Fixed-scope delivery from modelling and design through deployment on target hardware to functional verification and testing.
Verification & testing support
Test strategy, test benches, MIL/SIL/HIL campaigns and validation reports for existing functions.
Engineering support & technical lead roles
Experienced engineers joining your team or leading a technical work package, on-site or remote.
Industries
Where we work
Have a challenging control, estimation or diagnostics problem?
Tell us about it — we reply within one business day.