Vehicle compatibility
Use brand, model, year of manufacture and execution dates when it is explicitly available in the source.
Compatibility →Automotive
Find the right part for the right vehicle.
Automotive search is all about precision. Brand, model, year of manufacture, execution, part number and compatibility must come together without wide matching overwriting exact signals.
Precision first
Use vehicle context and identifiers as hard product knowledge.
Part Numbers
Treat OEM, SKU and other product codes as strong exact search routes.
Identifiers →Technical filters
Make size, connection, material, position and other category-specific features targeted filterable.
Filters →Product updates
Keep availability and index freshness up-to-date when assortments or compatibility data change.
Index freshness →From code to customer language
Support both experts and visitors who only know the application.
Exact viewfinders
Quickly allows known codes, type numbers and brand names to lead to the right product.
Application Questions
Use natural language for visitors who know the problem but not yet the exact part.
AI Search →Zero-result searches
Split out missed search queries to missing codes, write modes, and compatibility data.
Zero-result searches →Analytics
Use query and click data to improve technical data and navigation in a targeted manner.
Analytics →Test with real vehicles, parts and codes.
This gives a much better picture of search quality than generic sample queries.