Outcome 1
Recommends products from your catalog
The chat reads your catalog and answers shoppers in their words, in the language they typed. "Wireless gaming mouse, low latency, under €60" returns a specific product with price, stock, and add-to-cart, instead of a search results page. A photo upload triggers visual search; a screenshot of a competitor's product becomes a recommendation from your catalog.
- Text or photo query
- Variant-aware: returns the right size, color, configuration
- Cross-language: French shopper, English catalog, no extra work
For developers
Retrieval combines BM25 keyword scoring with vector embeddings, fused with reciprocal rank fusion. Image queries are turned into a text description by a vision model, then run through the same retrieval path. Catalog data syncs from the native plugin's webhook, not a script-tag scrape.