AI tools for member onboarding address one of the biggest blind spots in association management: most members are not lost at renewal time; they drift away in the first 90 days. This early window is where loyalty is built or broken, where initial excitement can either grow into deeper involvement or fade into quiet disengagement long before an invoice is sent.