How to analyze your customer feedback using ChatGPT
A feedback-analytics company shows honestly what plain ChatGPT does well and where it breaks.
Open getthematic.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.
A quick orientation. The real value is below: resources worth your time, from people who've actually done it.
A feedback-analytics company shows honestly what plain ChatGPT does well and where it breaks.
Open getthematic.com →A reusable Claude Skill that turns raw feedback into a consistent analysis every time.
Open enterpret.com →The full landscape of AI feedback analysis with accuracy expectations set right.
Open zonkafeedback.com →A customer-service author extracts insight from thousands of Yelp and Google reviews in minutes.
Watch on YouTube youtube.com →A designer's lightweight workflow for mining reviews for product decisions.
Watch on YouTube youtube.com →E-commerce scale: hundreds of thousands of Amazon reviews turned into positioning.
Watch on YouTube youtube.com →A different lens: graph-based theme discovery when linear summaries flatten nuance.
Watch on YouTube youtube.com →Where the category is heading: always-on AI over interviews, tickets, and calls.
Open dovetail.com →The graduate-level tool once feedback volume outgrows copy-paste.
Open dovetail.com →A competitor's surprisingly fair review, good for calibrated expectations.
Open looppanel.com →The method behind good AI theming, so you can direct the tool instead of accepting defaults.
Open insight7.io →A current step-by-step you can follow with any LLM.
Open blix.ai →Tackles the real risk of AI summarization: averaging away your most important outliers.
Open qualz.ai →A 15-minute workflow from thousands of raw reviews to formatted analysis.
Open resources.opencraftai.com →Covers combining review, survey, and support data into one AI pass.
Open ravecapture.com →A beginner-friendly demo for a founder's first feedback-analysis session.
Watch on YouTube youtube.com →When to trust AI theming and when a human needs to review the codebook.
Open getthematic.com →The academic gold standard, useful for making your AI-assisted analysis defensible.
Open atlasti.com →