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Image RAG for Visual Product Catalogs

A visual retrieval stack combining CLIP embeddings, attribute filters, and LLM re-ranking for catalog search.

CLIPFAISSFastAPIOpenAI API
Abstract indigo and amber cover illustration for the Image RAG Visual Catalog project, showing a grid of product tiles bound by amber similarity arcs.

Highlights

  • CLIP embeddings paired with structured attribute filters.
  • LLM re-ranking using product copy and merchandising rules.
  • Cold-start ingestion pipeline for 1M+ SKUs with dedupe.

Outcomes

  • Lifted search-to-add-to-cart rate by 18% on pilot categories.
  • Cut zero-result queries by 62% versus keyword baseline.

Stack

  • CLIP
  • FAISS
  • FastAPI
  • PostgreSQL
  • OpenAI API