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[ARTICLE · art-114363] src=cleanmysheet.in ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

Spreadsheet Cleaner vs ChatGPT

CleanMySheet, a rule-based CSV cleaning tool, argues it outperforms ChatGPT for spreadsheet cleanup because it applies named, reversible operations with per-cell explanations and a downloadable quality report, whereas ChatGPT may invent cells and requires an upload. The tool optionally uses Anthropic's Haiku model only as a type hint on ~15 sample values per ambiguous column, keeping full rows local.

read1 min views3 publishedAug 28, 2026

CleanMySheet guide

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.

Open the cleaner

Steps #

  • Try the sample dataset
  • Toggle a recipe step off
  • Undo with Ctrl+Z
  • 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.

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