Research questionHow should dental AI systems be compared across language, vision, and multimodal tasks before clinical deployment?Dental AI capabilities are distributed across model types and modalities, making performance comparisons difficult. Hallucinations, limited annotated dental data, and a lack of standardized clinical benchmarks further complicate judgments about safe deployment.