Understands the task, not just the file
The Agent profiles columns, applies explicit cleaning rules, and separates safe corrections from records that need your decision.
Clean your CSV and keep a record of every change
Upload a messy export. The Vecbase Agent profiles the problems, applies explicit rules, and returns cleaned data with a change log and reusable script.
Vecbase 1.0 Lite
- 1Add file
- 2Describe
- 3Submit
How it works
- 1
Add the useful context
Upload the CSV and explain the intended schema, duplicate rule, date and number formats, and fields that must never change.
- 2
Work with the Agent
The Agent profiles columns, applies explicit cleaning rules, and separates safe corrections from records that need your decision.
- 3
Review the deliverable
Download the cleaned CSV with a change log and exception list, while the original file remains untouched.
A real deliverable, ready to inspect
Open the complete file or browse the key pages below.
Open complete file
What makes the result useful
Keeps the evidence visible
Dropped, merged, or rewritten records are counted and explained, so uncertain changes cannot disappear into the output.
Delivers something you can use
Download the cleaned CSV with a change log and exception list, while the original file remains untouched.
Questions before you start
What can I provide for CSV cleaning?
Upload the CSV and explain the intended schema, duplicate rule, date and number formats, and fields that must never change.
How does the Agent handle CSV cleaning?
The Agent profiles columns, applies explicit cleaning rules, and separates safe corrections from records that need your decision.
How is the CSV cleaning result checked?
Dropped, merged, or rewritten records are counted and explained, so uncertain changes cannot disappear into the output.
Can I revise the CSV cleaning result?
Yes. Continue in the same conversation to change the focus, wording, scope, or format. Download the cleaned CSV with a change log and exception list, while the original file remains untouched.
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Vecbase
Ready to use your own material?
Add your material, choose the result, and let Vecbase handle the rest.