Quratic Closed-Loop AI Search

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Technical

Product catalog matching

Updated July 5, 2026 · Reviewed by the Quratic editorial team

Definition

Product catalog matching links AI shopping cards to your uploaded SKUs by comparing extracted titles, prices, and URLs against a workspace product catalog. Matching is scoped per market — a Singapore prompt only matches SG catalog rows — and is optional; AI product mentions appear for every user whether or not a catalog exists.

Product catalog matching for AI shopping cards

What gets matched

During collection processing, each extracted AI product mention is compared to active rows in your workspace catalog. Matchers run in priority order:

  1. Exact or normalized URL — brand site or marketplace product link
  2. Marketplace URL — Shopee, Lazada, Tokopedia path overlap
  3. Title similarity — fuzzy match on product name, optionally corroborated by price

A match above the confidence threshold sets is_own_brand, attaches your SKU, and records the match method. Unmatched cards remain visible — useful for competitive and category intelligence.

Market scoping is intentional

Catalog rows carry a country code (SG, JP, KR, MY, ID, HK). A prompt run in Malaysia only loads MY catalog rows for matching. The same SKU sold in Singapore needs a separate row with country_code=SG and SG marketplace URLs. This mirrors how Quratic collects AI answers — one market per prompt — so prices, sellers, and carousel contents stay comparable.

Catalog is optional

Teams without a catalog still see the full Products dashboard: every card the AI surfaced, with seller and price. Catalog upload improves SKU labelling and “your brand products” counts, especially when ChatGPT cards lack a brand-domain URL.

Import via CSV or add rows manually. Fields align with the form: sku, title, market, price, currency, product URL, Shopee/Lazada/Tokopedia URLs, and category.

Example

Catalog row: WH-1000XM5-SG, title “Sony WH-1000XM5”, country_code=SG, Shopee URL. Google AI Overviews returns a card titled “Sony WH-1000XM5 Wireless Headphones” with seller “store.sony.com.sg” but a Google Shopping redirect URL. URL match fails; title + price match succeeds — the mention shows SKU WH-1000XM5-SG and counts as your brand.

Sources & further reading

Related terms

Further reading

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