Direct answer
AI search optimization for supplement brands requires careful claim language, clear ingredient context, and evidence that AI systems can cite responsibly. For Shopify supplement merchants, the priority is claim-safe product copy, dosage and usage context, third-party verification, and transparent sourcing.