Prophetes Insight is a standardized ecommerce search SaaS, evolved from a 9‑month, production‑proven system built for Aosom, a global cross‑border ecommerce leader. Unlike basic keyword search, it combines intent recognition, entity extraction, category prediction, synonym and typo handling, and multi‑strategy recall with business‑aware ranking. Merchants can boost, pin, or block items, balance relevance with margin and inventory. It helped increase search CTR by 30%+ and search‑led CVR.