Stress-tested it during a client pitch. Dedup pass only flagged 1.2% — cleanest dataset I've worked with. Bought it for India's civil engineer segment specifically. Saved us hours of manual cleanup.
Thanks for sharing how you used it, we'll keep tightening the column coverage in the next refresh.