If the party is not appearing in the search results, one possible reason is that the party has been marked as blacklisted.
To verify and correct this:
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Navigate to the Vendor Master.
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Search for the concerned party.
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Check if the Blacklisted option is enabled.
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If so, disable it and save the record.

Once updated, the party should be available in search across all relevant forms.