Data & AI
Hybrid Search Engine
Sub-second semantic search across a multilingual product catalogue. Keyword (BM25), dense vector and image embeddings are blended into a single hybrid ranking — customers find products they didn't even know to look for.
Stack
QdrantPythonFastAPIHybrid SearchDense VectorsBM25Image EmbeddingsGemini RerankRedis Cache
The store exposes its full catalogue through one search bar — suggestions surface before a single key is pressed.
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