Intellegens uses machine learning to design new materials through their Alchemite software by merging sparse experimental and computational data. A case study describes using Alchemite to design a novel quantum material for thermometry by combining limited experimental data with large computational datasets, validating the material experimentally. Alchemite shows potential for designing alloys for applications like batteries, welding, and drug development by integrating data sources and predicting optimized compositions.