CleanMySheet

CleanMySheet guide

Why a rule-based cleaner beats ChatGPT for CSV cleanup

ChatGPT can rewrite tables but may invent cells and requires an upload. CleanMySheet applies named, reversible operations with a per-cell reason and a downloadable quality report. Use an LLM only as an optional type hint on samples, never as the row engine.

Named rules change rows. Chatbots do not.

Open the cleaner

Steps

  1. Try the sample dataset
  2. Toggle a recipe step off
  3. Undo with Ctrl+Z
  4. Compare with a chatbot paste

When a model still helps

Ambiguous column types on messy headers. Turn Strict off to send ~15 sample values per unsure column to Haiku. Full rows still stay local.

Related searches this page answers

  • chatgpt clean csv
  • ai spreadsheet cleaner vs rules
  • excel gpt duplicates