Evident Machines builds benchmarks for frontier AI in electrical engineering. We turn real research and engineering projects into evaluations grounded in computation, simulation, and physical experimentation. Our work helps frontier labs understand how models exercise scientific judgment and develop the capabilities needed to carry out research in the physical world.

The company was founded by Trishala Jain; Mark Nour. It is part of YC Fall 2026. It is based in San Francisco, CA, USA.