BBitMonkey AI
T04The Fourteen

Ganesh Distributors

Cleaning sales data for AI

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The case

A monthly sales file is uploaded to an AI analyst. Eleven seconds later it reports that the South region grew 62% and recommends shifting budget and inventory there. Two days later finance finds a Rs.5.45 crore variance against the general ledger.

What is in it

  • 12 teaching steps, one animation each
  • 29 labs, checked live against the case data
  • 60 step questions, every option explained
  • 22 final paper questions, marked on submission
  • 12 Claude prompts, optional

The steps

  1. 1A confident recommendation · THE WRONG ANSWER
  2. 2Profile before you touch it · THE WRONG ANSWER
  3. 3Duplicates · FIND THE DEFECTS
  4. 4Currency and dates · FIND THE DEFECTS
  5. 5Returns and blanks · FIND THE DEFECTS
  6. 6Names that do not match · FIND THE DEFECTS
  7. 7Validate against the ledger · PROVE IT
  8. 8The audit trail · PROVE IT
  9. 9Re-run the analysis · THE DECISION
  10. 10What it was worth · THE DECISION
  11. 11Where AI belongs · THE DECISION
  12. 12Keeping it clean · THE DECISION