This IEEE Intelligent Systems article examines the “longtail” impact of Generative AI on disinformation in high-impact events and resource-limited settings. We analyze four critical dimensions—quantity, quality, personalization, and hallucination—proposing strategies to combat disinformation risks in vulnerable communities and during critical events where consequences are most profound.