Surrogate & ML-Accelerated Simulation
Part of Extreme Analysis · updated October 5, 2026
26
Companies tracked
15
With verified customers
$889M
Capital raised
2022
Median founded
The companies
84 verified customer relationships across 10 countries
| Company | Focus | HQ | Founded | Verified customers |
|---|---|---|---|---|
| Neural Concept | AI Simulation/CAE | Switzerland | 2018 | 22 |
| PhysicsX | Physics-informed ML/surrogate modeling | United Kingdom | 2019 | 12 |
| JuliaHub | Scientific and technical computing, SciML, and digital twin workflows | United States | 2015 | 10 |
| 23 more companies in this segment. Subscribers see the full table in the dashboard. | ||||
The three most-evidenced companies are named here: verified customers first, then capital raised. A verified customer relationship is one confirmed against a named source and joined by database record ID, never by name matching — customer names themselves are not published. An em dash means no public evidence found, which is not the same as none existing. Active companies only.