📸 Static snapshot — these results were captured once from a locally-running instance, not a live search. Run it yourself or read the offline evaluation results.

Recommendation Engine

— 6 strategies, same query, same catalog, side by side

Hover any product card for its full details — category, rating, score, and why it was shown.

Six strategies, and how they differ

Every strategy receives the exact same baseline candidates — a widened pool from search-service (hybrid dense + lexical retrieval), narrowed by a hard eligibility filter before any strategy runs — and either leaves them alone, re-ranks them, or adds/removes products — never a from-scratch retrieval of its own. Numbers below are from RESULTS.md's independent WANDS relevance eval — scored against WANDS's own human relevance grades, which no strategy is trained or tuned against, rather than the clickstream-derived labels the strategies themselves read from (full methodology, the second implicit-clickstream table, and honest caveats in RESULTS.md). Click any card for how it works and its grounding in the literature.