Topology optimization
+5 years of research
Neuraway AI · Berlin
The design space is too large to search by hand. We build the Physical AI optimization that searches it.
Neuraway AI is a deep-tech company from Berlin. We were founded with one goal: to reinvent engineering with AI.
Physics decides the shape. Not a drawing.
AI judges in seconds. Not hours.
100,000 designs. Not a few dozen.
+5 years of research. Not hype.
01 · Physical AI
Most AI works with words and images. Ours works with forces, heat and magnetic fields.
Physical AI is AI that deals with the physical world. Its best-known form is machines that act in it, like robots and self-driving cars, trained largely in simulation because reality cannot supply enough data. We take that route to a different end. Instead of teaching a machine how to move, we automate the work that designs the machine itself. That work is topology optimization: a search for the shape of a part, run by the computer instead of drawn by a person.
Until now a part could only be as good as the shapes someone had time to draw. Everything else that was possible was never rejected. It was never looked at.
Two things lifted that limit: we generate the training data ourselves, in any amount, and the search runs without a person steering it.
Data trains the models. Models make the search fast. The search finds shapes nobody drew. Every search feeds the next.
02 · Our technologies
Search the designs. Evaluate them fast. Build what survives.
Two technologies, and the engineering judgment that decides what gets built. Each field is carried by one of the founders.
AI modeling of physical systems
+5 years of research
Machine design
+10 years of research and industry
Run together they close a loop: the search proposes, the models judge, the engineering decides what is worth building.
How the technology works03 · Vision
Our goal: the leading Physical AI optimization. Long term, the simulation platform hardware teams design on.
How hardware is designed today
Engineering simulation software answers one question at a time. Bring a shape, get a score. These are the CAE and FEM tools every hardware team runs. Someone draws, waits, adjusts, and repeats until the calendar runs out.
What we are building
State what the part has to do, and get back the shapes that do it.
We think turning the question around that way rebuilds this software from the ground up rather than just making it faster.
How far it has to reach
Electric motors and generators
Transformers and inductors
Power electronics
Battery and charging systems
Together they are most of what converts or carries electrical power. None of them can be designed by looking at one kind of physics alone. A motor is magnetic, thermal and mechanical at the same time. So this is one platform, not four separate tools. Motors come first. They are where the founders’ research is, and the hardest of the four. For simple solid parts the same kind of search has been sold as a product for a decade.
04 · What it is worth
Every gram and every watt is decided before anything is built.
A shape is chosen once. Everything that follows from it is repeated millions of times.
Less material
Same torque, less copper. Less electrical steel, fewer rare-earth magnets. In parts stamped a million times over.
Efficiency that compounds
Won once in design, paid back every hour the machine runs, for the decades it stays in service.
Speed
Weeks instead of quarters. That is the difference between electrifying this decade and the next.
Start a conversation
Half an hour with the people building it.
Whether you are looking at us as a partner, an investor, or somewhere to work, the fastest way to judge this company is to talk to the founders directly.
Book a call