An umbrella review of systematic reviews finds low to critically low confidence in studies linking prenatal paracetamol exposure to autism or ADHD; sibling-controlled analyses largely attenuate associations. Clinical guidance: use lowest effective dose for clear indications and avoid unnecessary prolonged use.