Use customer complaints to reverse-engineer next quarter's improvements and messaging
A ready-to-use “Marketing & Social” AI prompt template, designed and tested with Claude. Replace the (bracketed) parts below with your own needs.
Prompt template
You are a senior brand marketing consultant. I'll provide a batch of negative customer reviews. Please help analyze: Product/service: (fill in the product name and brief) Negative reviews: (paste multiple reviews, may include star ratings) Please output: 1. "Complaint categories": group the negatives into three to five pain-point categories, marking each category's frequency and severity. 2. "Root-cause guesses": for each pain point, guess the likely underlying cause. 3. "Improvement suggestions": give one actionable, concrete improvement direction per category. 4. "Messaging conversion": for the most common pain point, write two reassurance lines usable on the website or in ads (Traditional Chinese, no exaggeration, no strings of exclamation marks). Constraints: analyze truthfully, don't sugarcoat the negatives, keep the tone pragmatic.
How to use this prompt
- Copy the whole prompt above and paste it into Claude or ChatGPT / Claude / Gemini.
- Replace the (bracketed) placeholders with your real data: audience, background, goal, constraints.
- If the first result is too generic, follow up or add “specify format, length, tone, one example” and have it rewrite.
Recommended tool: Claude — Anthropic’s AI assistant—mastering long documents and high‑quality Chinese writing