VANKPA
The decision
Search quality depends on catalog structure, useful terms, and how unavailable results are handled. Review the queries customers actually use before changing the search interface. Product names alone may not capture the purpose, material, compatibility, or category a buyer searches for.
In practice
A tools store might receive searches for a task rather than a model number. Add accurate attributes and synonyms where the platform supports them. When nothing matches, offer a meaningful next step instead of an empty screen with no explanation.
- Inspect no-result queries, repeated searches, and product clicks using available records.
- Test misspellings and common customer language.
- Assign ownership for catalog improvements and distinguish search failures from products the business simply does not carry.
When to take the next step
Investigate discovery when shoppers use repeated searches or report that known products are difficult to find. Bring common queries and the catalog attributes behind them.
Questions clients ask
Do we need a new search engine?
First check catalog data, vocabulary, filters, and no-result behavior; those may be the limiting factors.
How should search be evaluated?
Use representative customer tasks and review whether the returned products fit the intent.