Methodology
- Names are normalized before matching so punctuation, accents, casing, and spacing do not dominate the result.
- The score combines edit distance, token overlap, containment, and alias matching instead of relying on a single fuzzy metric.
- Results are ranked, explained, and kept in human-review mode: candidate matches only, never a final sanctions verdict.