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AI formulas for Google Sheets

Analyze Customer Reviews in Google Sheets with AI

Turn rows of reviews, NPS comments, app feedback, and support notes into sentiment, themes, pain points, and product insights.

  • Sentiment analysis
  • Review themes
  • Product insights
  • Bulk tagging
Analyze thousands of review rows without manual tagging Install GPT for Sheets and classify reviews by sentiment, theme, urgency, feature request, and next action directly in your sheet.
Install GPT for Sheets

Copy-paste AI formulas for Google Sheets

Copy a formula into row 2, then drag it down to turn every spreadsheet row into output you can use.

Humanize corporate copy

A: draft text · B: channel · C: brand voice · D: goal

=GPT("Transform this corporate-speak into something humans actually want to read: '" & A2 & "' for " & B2 & " with " & C2 & " brand voice to achieve " & D2 & ". Make it: 1) Actually funny, 2) Memorable, 3) Shareable, 4) On-brand but not boring, 5) Conversation-starting")

Extract a clean output from messy input

A: messy source text · B: desired output format

=GPT("Extract the useful information from this text and return it as " & B2 & ": " & A2)

Generate row-specific recommendations

A: item · B: audience · C: goal · D: constraints

=GPT("For " & A2 & ", recommend the best next action for " & B2 & " to achieve " & C2 & ". Respect these constraints: " & D2 & ". Return: recommendation, reason, and next step.")

What is Analyze Customer Reviews in Google Sheets with AI?

AI review analysis in Google Sheets helps you classify unstructured customer feedback at scale. Each review row can become structured sentiment, topic, severity, feature request, and product insight columns.

Best for: App developers, ecommerce operators, SaaS founders, support teams, and product managers who need to summarize feedback without a full BI pipeline.

Fastest setup: Install GPT for Sheets → open your spreadsheet → choose an AI provider → fill an AI formula down the column.

In this guide

  • Set up a practical spreadsheet workflow
  • Copy formulas you can adapt immediately
  • Add QA columns so AI output stays useful and reviewable
  • Use GPT for Sheets as the add-on layer for bulk AI prompts
  • Link this workflow with related Google Sheets AI guides

Review Analysis Workflow

Start with a clean input table. Keep source data and AI-generated output in separate columns so you can review, filter, and rerun prompts safely.

  • Column A: Review text
  • Column B: Rating
  • Column C: Product/app
  • Column D: Date/source
  • Column E: Sentiment
  • Column F: Theme
  • Column G: Pain point
  • Column H: Recommended action

Recommended process:

  1. Add 10-20 sample rows first.
  2. Write one prompt for a single row.
  3. Review output quality and tighten the prompt.
  4. Fill the formula down the column.
  5. Add a QA column for accuracy, missing context, or manual review.

Copy These Customer Review Analysis Formulas

Use these as starting points. Replace =GPT with the model-specific formula you use in GPT for Sheets if needed.

Sentiment

Install GPT for Sheets