A customer-service author extracts insight from thousands of Yelp and Google reviews in minutes.
Analyzing Online Reviews with ChatGPT
Jeff Toister Jul 2025
Watch on YouTube youtube.com →LLMs are exceptional at reading thousands of open-ended comments and returning themes, sentiment, and friction signals with supporting quotes. For one-off runs, export to CSV and upload to ChatGPT or Claude with a clear prompt; once feedback arrives continuously, purpose-built tools like Enterpret, Thematic, or Dovetail keep taxonomies consistent. Always verify that quoted feedback actually exists before repeating it to your team or investors.
Part of AI for data analysis on eChai Explore.
On the AI map, 29 October 2026 Spreadsheets, data and internal tools Finance and accounting
18 resources.
A customer-service author extracts insight from thousands of Yelp and Google reviews in minutes.
Jeff Toister Jul 2025
Watch on YouTube youtube.com →A designer's lightweight workflow for mining reviews for product decisions.
Bear Liu 2024
Watch on YouTube youtube.com →E-commerce scale: hundreds of thousands of Amazon reviews turned into positioning.
Marketplace Valet Aug 2025
Watch on YouTube youtube.com →A different lens: graph-based theme discovery when linear summaries flatten nuance.
Nodus Labs 2024
Watch on YouTube youtube.com →A beginner-friendly demo for a founder's first feedback-analysis session.
Content Sparks 2024
Watch on YouTube youtube.com →A feedback-analytics company shows honestly what plain ChatGPT does well and where it breaks.
Thematic 2024
Open getthematic.com →A reusable Claude Skill that turns raw feedback into a consistent analysis every time.
Enterpret 2025
Open enterpret.com →The full landscape of AI feedback analysis with accuracy expectations set right.
Zonka Feedback 2025
Open zonkafeedback.com →Where the category is heading: always-on AI over interviews, tickets, and calls.
Dovetail Oct 2025
Open dovetail.com →A competitor's surprisingly fair review, good for calibrated expectations.
Looppanel 2025
Open looppanel.com →The method behind good AI theming, so you can direct the tool instead of accepting defaults.
Insight7 2025
Open insight7.io →A current step-by-step you can follow with any LLM.
Blix 2026
Open blix.ai →Tackles the real risk of AI summarization: averaging away your most important outliers.
Qualz.ai 2025
Open qualz.ai →A 15-minute workflow from thousands of raw reviews to formatted analysis.
OpenCraft AI 2025
Open resources.opencraftai.com →Covers combining review, survey, and support data into one AI pass.
RaveCapture 2025
Open ravecapture.com →When to trust AI theming and when a human needs to review the codebook.
Thematic 2025
Open getthematic.com →The academic gold standard, useful for making your AI-assisted analysis defensible.
ATLAS.ti 2024
Open atlasti.com →The graduate-level tool once feedback volume outgrows copy-paste.
Dovetail 2025
Open dovetail.com →The same ground, over in Grow & market, our Starting Up track.