Information disclosure is a central tool of regulatory policy. While academic research highlights how consumers comprehend information, it largely glosses over the institutional design of information-disclosure schemes. Empirical evidence from over 700,000 restaurant health inspections in 10 jurisdictions shows that the poster child of information disclosure— restaurant letter grading—fails when institutional design is ignored.