Emerging technologies for monitoring fish welfare in aquaculture require rigorous validation against established welfare indicators before adoption as reliable assessment tools.
Technology promises transformative improvements in aquaculture welfare monitoring, but premature adoption of unvalidated tools may provide false assurance while failing to detect genuine welfare problems. Rigorous validation against established welfare science is essential before relying on new technologies.