What you get

A real run of our pipeline on a messy vendor list — 15 rows in, 7 rows out, with every change counted in a report you can hand to your team.

Before — 6 spellings of 3 vendors, 5 date formats, 4 phone formats

VendorContract DateContactPhoneAmount
Acme Corp2024.1.5John Kim 2125550101$1,500,000
Acme Corporation2024-01-05John Kim212-555-01011500000
ACME corp.20240105John Kim212.555.01011,500,000
Globex2024/2/10Jane Park3105550187$2,300,000
Globex Inc.February 10 2024Jane Park 310-555-01872300000
Initech45291Min Lee2125550143870000
(…9 more rows, 2 empty, 1 exact duplicate)

After — names, dates, phones, amounts unified; empties & dupes gone

VendorContract DateContactPhoneAmount
Acme Corp2024-01-05John Kim212-555-01011500000
Globex2024-02-10Jane Park310-555-01872300000
Initech2023-12-31Min Lee212-555-0143870000
Initech2024-03-15Min Lee212-555-0143870000
Umbrella2024-03-20Jia Choi718-555-0120450000
Stark Industries2024-04-01Dawn Jung646-555-01663200000
Wayne Enterprises2024-05-02Sang Han917-555-0190990000

Note the two Initech rows: their dates genuinely differ, so they were kept — we never over-merge. Ambiguities go to a human reviewer, not a guess.

Every delivery includes

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