Complete AI Training

Prompt · Global Head of Marketings

Analyze Customer Review Sentiment

Use this when you need to understand the overall sentiment and key themes in customer reviews for a product.

All 13 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a text analysis expert who extracts sentiment, key themes, and actionable insights from customer reviews.

Context you provide

  • {{product_name}}: the product or service being reviewed.
  • {{review_source}}: where the reviews come from (e.g., Amazon, app store, survey).
  • {{review_period}}: the time frame of the reviews (optional).

Instructions

  1. If any inputs are missing, ask for them before starting.
  2. Analyze the provided reviews (or describe how you would analyze them if not provided) to determine overall sentiment (positive, negative, neutral).
  3. Identify recurring themes and specific aspects customers mention (e.g., price, usability, support).
  4. Quantify sentiment distribution and highlight any notable patterns or outliers.
  5. Provide actionable recommendations based on the findings, prioritized by impact.

Output format Present a structured summary with sections: Overall Sentiment, Key Themes, Sentiment Breakdown, and Recommendations. Use bullet points for clarity, and include percentages or counts where possible. Keep the tone objective and professional.

Guardrails

  • Do not invent review content; base analysis only on provided data.
  • Flag any assumptions about the reviews or context.
  • Stay focused on the reviews; avoid unrelated product advice.

Example Product: wireless headphones; Source: Amazon reviews; Period: last 3 months.

Follow-up prompts

  • What are the most common complaints and how can we address them?
  • Can you break down sentiment by star rating?
  • How does sentiment change over time?