Cressi

I tested Cressi over three weeks of casual style and gift-shopping queries — long enough for the AI to start learning my preferences. The personalization curve was real: the first week's recommendations were generic, by week three the AI was surfacing pieces from my preferred brands in colorways and silhouettes I would actually buy. The custom-marketplace feature is what I appreciated most — instead of opening five tabs across different brand sites, the curated mix shows up in one place. Where it was weaker was the gift-shopping mode for people I don't shop for often (my mother-in-law) — without enough learning data, the recommendations were generic. For users who shop intentionally and care about style continuity, this is a real category step-forward versus search-and-Pinterest. For pure transactional shopping, traditional search is still fine.

★★★★☆ 4/5