Influencer-led referrals work when trust, relevance, and timing converge. Users adopt products more readily when recommendations come from credible voices. Structured referral loops, combined with authentic creator advocacy, increase conversion likelihood and keep acquisition costs controlled, allowing brands to scale through community-led momentum.