Data
Beginner
Get the cleaning recipe, not the cleaned data
You export sales data.
Subscribers. The full prompt is part of the SMEMinds AI Playbook. See plans.
Before you use the output
Human review required.
AI output is a confident first draft, not a verified answer.
- Answer the Sharma Traders, Nashik question yourself before any merge. This is a business fact the model cannot know, and getting it wrong corrupts the top-20 list either way.
- Check the row count before and after every fix. A cleaning step that drops rows is the most common silent failure.
- After the customer-name fix, count distinct customers before and after. If it fell from 340 to 180, something over-merged.
- Ask specifically for the list of ambiguous dates in the full file, and resolve them against the source system rather than assuming.