This Progress Report explores advances and opportunities in the atomic‐scale design, fabrication, and imaging of quantum materials toward creating artificial atoms in solids with tailored optoelectronic and quantum properties. The authors outline an “ab initio” approach to quantitatively linking first‐principles calculations and atomic imaging with atomic patterning, setting the stage for new designer quantum nanomaterials.