What Is Inside an AI Master Data Cleanup
The service is a working cleanup of your real records, not a report about them. Here is what the AI does, where your team stays in control, and what you are left with.
From messy records to a clean, trusted master
The AI finds the same thing recorded many ways
The slow part of any cleanup is spotting that five records are really one item, vendor or customer. The AI reads names, codes, units and other fields, groups the likely matches, and shows its reason, so your team can approve the merge quickly.
- Likely duplicates grouped with a match reason.
- Items, vendors and customers all covered.
- Nothing merged until a person approves it.
Names, units and codes in one clear format
Once duplicates are grouped, the AI puts names, units and codes into a single standard and fills the missing fields that break exports and reports. You get one clean, complete record instead of several partial ones.
- Names and descriptions in one consistent format.
- Units and codes corrected and made uniform.
- Missing categories, units and codes filled in.
People approve, then the checks keep running
Your team reviews each proposed merge and fix and approves what is right, so control stays with people. After the first pass, the same checks run on new and edited records, flagging duplicates and gaps at the point of entry.
- Every merge reviewed and approved by your team.
- Approved changes written back to your system.
- Ongoing checks that stop the mess returning.
Everything the cleanup delivers
Duplicate report
Grouped duplicate records with a clear match reason, ready for your team to approve.
Standard formats
Names, units and codes brought into one consistent standard across your records.
Filled gaps
Missing categories, units, codes and other required fields completed on each record.
Approval workflow
A simple review step where your team approves each merge before it is applied.
Clean write-back
Approved changes written back into your ERP or database, not a separate copy.
Ongoing checks
Rules that flag duplicates and gaps on new records, so the data stays clean.
See What the Cleanup Would Find in Your Data
Book a free consultation. We will look at your item, vendor and customer records and scope an AI master data cleanup for your business.
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