This article ties to SDG 3. This clinical review article, published in PET Clinics, looks at the effect of artificial intelligence on medical imaging for rare diseases. Key point: There is a significant need to recognize the challenge of data imbalance in rare diseases and to make concerted efforts to provide technical recommendations and guidelines.