Discovery architecture
Turn part identification into a reviewable evidence trail
Industrial buyers rarely start with a clean, canonical part name. The workflow begins with an identifier, equipment model or supplier reference and preserves how each result was reached.
The unsafe shortcut
A marketplace that ranks by descriptive similarity alone can make an unsafe compatibility claim look authoritative. The interface needs to separate catalog identity, fitment evidence and commercial offer data.
System decisions
Exact identifiers and equipment references rank ahead of broad prose matches.
Fitment records carry explicit status, relationship type and evidence context.
Supplier offers keep condition, currency, MOQ, stock and lead time separate from part identity.
Mixed currencies are shown separately instead of being reduced to a misleading lowest price.
Search contract
Identifier-aware API and URL-driven filters
Data model
Parts, identifiers, equipment, fitment evidence, cross-references and offers
Disclosure
Illustrative records remain labelled in the interface