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A reliable system does not depend on one field. It builds a payment case from all available evidence.
A practical matching workflow combines AI interpretation with accounting rules. AI should propose the match, while financial controls determine whether it can be posted automatically.
Exceptions are not failures. They are a normal part of accounts receivable operations. The objective is to classify them and send them to the right person with enough context to make a decision quickly.