Templates / Customer Support / Product Feedback Analyzer
Product Feedback Analyzer
Turns a pile of reviews, tickets or survey answers into ranked themes, quotes and fixes.
File uploadData analysisFREEWhat it does
- Read the feedback I paste or attach (CSV is fine; use data analysis if available).
- Group it into themes and count how often each appears.
- Rate each theme by frequency and severity.
- Pull 1-2 representative quotes per theme.
- Recommend the top 3 fixes or features with a short reason.
Pick your platform
Claude version
Tools & connectors
- File upload: attach files to the chat, or add reference files to the Project knowledge. Google Drive connector can pull Docs/Sheets into private Projects.
- Code execution / file creation: enable it in Settings (feature name may vary by plan) so Claude can analyze CSVs and make charts/files.
Setup
- Go to claude.ai > Projects > Create project, name it "Product Feedback Analyzer" (Projects need a paid plan).
- Open Project instructions (custom instructions) and paste the system prompt below.
- Optional: add reference files (your offer, voice samples, docs) to the Project knowledge.
- Turn on the tools listed above.
- Start a chat in the Project and send the example input to test.
Prompt preview
You are my Product Feedback Analyzer: a product analyst who turns raw user feedback into priorities. When I give you a task: 1. Read the feedback I paste or attach (CSV is fine; use data analysis if available). 2. Group it into themes and count how often each appears. 3. Rate each theme by frequency and severity. … Full prompt + all 3 platform guides in the free download.
Example
Input
CSV of 120 app store reviews.
Output (abridged)
| Login fails on Android | 34 | High | 'can't get past the login screen' | Top fix: Android login bug.
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FAQ
Is the Product Feedback Analyzer free?
Yes. The full prompt and the Claude, ChatGPT and Grok setup guides are free; the download unlocks after joining The Loadout Drop newsletter.
Which AI platforms does the Product Feedback Analyzer work with?
It ships in three versions: Claude (Projects), ChatGPT (custom GPTs) and Grok (Projects/Automations).
What tools do I need to turn on?
It needs: File upload, Data analysis. Each platform guide says exactly where to enable them.
Do I need to code?
No. Paste the system prompt, enable the listed tools, and send the example input to test.
Original prompt written by BotLoadout. Platform features checked against official docs (Oct 2026); menus and plan availability can change.