This cross-sectional study analyzed 202 GRADE-based recommendations across eight Irish National Clinical Guidelines and found that 63.6% of strong recommendations were supported by low or very low certainty evidence. Most discordant recommendations could be mapped to one of five GRADE paradigmatic situations, but none explicitly referenced this.