> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.talqora.com/use-cases/product-search/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.talqora.com/_mcp/server.

# Product search

Product catalogs need both meaning and exact filters. Store the embedding in `values`, searchable copy in `sparse_text`, and inventory fields in `metadata`.

```json
{
  "id": "sku-842",
  "values": [0.12, 0.18],
  "sparse_text": "women waterproof trail running shoe",
  "metadata": {"brand": "Norte", "size": 39, "in_stock": true, "price": 129}
}
```

Query with `hybrid` and filter `in_stock` plus a price ceiling. The response returns the product ID and metadata needed to render results without another lookup.