11 min read·
AI foundation models vs physics-based simulation: accuracy, speed, and cost for scientific discovery
AI foundation models like AlphaFold and GNoME can screen millions of candidate molecules or materials in hours versus months for traditional simulation, but accuracy gaps of 5–15% persist for novel chemistries. This comparison evaluates when to use ML-driven discovery versus physics-based methods across drug design, materials science, and climate modeling.