Partner matching is valuable only when it respects the difference between a good fit and a confirmed option.
Start from curated data
White-Rose partner data should be created, reviewed and maintained in the Admin App.
Open directory logic is not enough for high-touch destination weddings.
Separate hard filters and soft fit
Capacity, region and category can act as hard filters. Style, language and tier are softer signals.
The output should show why a partner appears and where the match is uncertain.
Do not overstate certainty
A match is not a quote. A shortlist is not a booking.
The system should make that boundary visible every time partner suggestions are shown.
The takeawayCurated matching should reduce ambiguity, not manufacture certainty.