BlueShop AI Engineering Lab

BlueShop laboratory / Evidence / Search & Discovery / Film 4 of 4

Relevance + identifiers / 1m 12.64s

One product, many ways to find it.

Localized names, exact operational identifiers and field weighting all resolve one stable product identity without flattening every match into the same relevance.

Silent film with burned-in narrationOpen WebM directly

What You Will See

  1. Name outranks descriptionA rare exact-name match appears before a product carrying the same term only in description.
  2. French resolves itThe localized French product name finds the same product.
  3. German and Italian resolve itTwo additional localized names preserve the same identity.
  4. SKU and EAN remove ambiguityExact operational identifiers return the intended product directly.

Why It Matters

Customers and operators use different language to find the same thing. Search should preserve product identity while respecting intent.

Localized text supports discovery; exact SKU and EAN support operational precision.

The System Underneath

Customer queryName, language or identifier
→
Weighted fieldsCurated terms, category, SKU/EAN, names, description
→
Multilingual analyzersDE, FR, IT and EN content
→
Stable product IDOne result across all lookup forms
Current relevance uses explicit field boosts. The story does not rely on fuzzy spelling correction.

What This Story Proves

Visible proof

Field weighting, three localized names, exact SKU and exact EAN all resolve the intended product.

Not claimed

The film does not prove typo correction, stemming quality for every language or relevance against an uncontrolled full catalogue.

Read the complete relevance configuration.

AI engineering connectionExecutable feedback constrains autonomous change