Researchers need ways to evaluate AI models on practical hardware design tasks without semiconductor expertise.
A cloud-based simulator with standard chip design challenges (layout, power optimization). Provide leaderboards and dataset generation.
Sell seats to AI labs and universities. Offer premium compute credits for larger experiments.
Launch with simple RTL generation tasks, then add photonics/3D challenges.
Risk: Niche audience may prefer building their own tools.