What “waterfall” name-matching strategy works well for tight state searches (e.g., NY)?

• Normalize the submitted name (strip location add-ons, punctuation, and suffixes).
• Use city/ZIP to filter the alternatives list.
• Apply your own thresholds to the returned scores (e.g., ≥0.80 auto-accept; mid-range goes to review).

‍