Do not let strong explicit signals lose to broader logic.

Identifiers

SKU, EAN and manufacturer codes require exact or controlled normalized matching.

Brands

Recognize brand terms as an entity before query expansion is applied.

Product Names

An exact product name deserves a strong baseline position.

Regression guardrail

Include critical exact queries in each release test set.