Periodic Labs has built high-throughput experimental facilities in Menlo Park to discover new materials using AI-guided scientific processes. The company developed Periodic Neon, a trillion-parameter AI model trained on lab data that outperforms GPT-6 Astra on materials analysis tasks like X-ray diffraction interpretation. They employ a cyclical approach combining hypothesis generation, synthesis prediction, and material characterization to enable increasingly autonomous scientific discovery.