Turn a messy spreadsheet into clean, analyzable data

A ready-to-use “Data & Analysis” AI prompt template, designed and tested with Querri. Replace the (bracketed) parts below with your own needs.

Prompt template
I have a very messy spreadsheet and want to tidy it into a clean, analyzable format. From a data analyst's view, tell me step by step how to clean it.

Roughly what the data looks like: (describe the columns, e.g., date/product/quantity/amount, or paste the first few rows)
The question I ultimately want this data to answer: (e.g., which month sold best, which product had the most returns)
Problems I've found so far: (e.g., inconsistent date formats, blank rows, inconsistent category names)

Please:
1. List the items needing cleaning (as a list, ordered by what to handle first)
2. Give a concrete handling method for each (manual or with a tool)
3. After cleaning, suggest 2-3 angles to slice the data to answer my question
4. Remind me of common data traps to watch for (e.g., double counting, inconsistent units)

How to use this prompt

  1. Copy the whole prompt above and paste it into Querri or ChatGPT / Claude / Gemini.
  2. Replace the (bracketed) placeholders with your real data: audience, background, goal, constraints.
  3. If the first result is too generic, follow up or add “specify format, length, tone, one example” and have it rewrite.

Recommended tool: Querri — Analyze spreadsheets and data with conversational AI, no formulas or pivot tables required