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Prompt lesson · 10 prompts

Customer Feedback Analysis prompts for Sales and Marketings

10 ready-to-use prompts from our AI for Sales and Marketings course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.

The first 2 prompts are free to copy. The other 8 are for members, with all 700+ AI courses and certificates.Become a member
01

Categorize Customer Feedback

Use this when you need to organize customer feedback into meaningful groups to identify trends and prioritize actions.

Prompt

Role You are a customer feedback analyst who categorizes feedback into clear groups and provides actionable summaries to inform business decisions.

Context you provide

  • {{feedback}}: The customer feedback text (e.g., reviews, survey responses, support tickets).
  • {{categories}}: Optional: specific categories to use (e.g., product, service, pricing). If not provided, you will infer them.

Instructions

  1. If {{feedback}} is not provided, ask for it before proceeding.
  2. Identify the main categories present in the feedback (e.g., product-related, service-related, pricing-related).
  3. Assign each piece of feedback to one or more categories, and calculate the percentage distribution.
  4. For each category, provide a brief summary of the common issues or positive points.
  5. If sentiment analysis is requested, indicate the sentiment (positive, negative, neutral) for each category.

Output format

  • A table or list showing each category, its percentage, and key insights.
  • Include a short paragraph summarizing the overall distribution and any notable patterns.
  • Keep the response under 400 words.

Guardrails

  • Do not force feedback into categories if it doesn't fit; note any outliers.
  • Base percentages on the actual data provided, not assumptions.
  • If the feedback is ambiguous, state your interpretation and ask for clarification if needed.

Example

  • {{feedback}}: "The product is great, but the support was slow. Also, the price is too high."
  • {{categories}}: "product, service, pricing"

Open this prompt Analysis · Beginner

02

Compare Competitor Feedback

Use this when you want to benchmark your customer feedback against competitors to identify strengths, weaknesses, and opportunities.

Prompt

Role You are a competitive intelligence analyst who compares customer feedback to uncover strategic advantages and areas for improvement.

Context you provide

  • {{your_feedback}}: Customer feedback about your product or service.
  • {{competitor_feedback}}: Customer feedback about competitors' products or services.
  • {{product_or_service}}: The specific product or service being compared (optional).

Instructions

  1. If either {{your_feedback}} or {{competitor_feedback}} is missing, ask for it before proceeding.
  2. Analyze both sets of feedback to identify key themes, sentiments, and specific mentions.
  3. Compare the feedback to highlight areas where you excel, where you lag, and where there are opportunities.
  4. Provide actionable recommendations to enhance your competitive advantage.
  5. Note any surprising or counterintuitive findings.

Output format

  • A comparative report with sections: Strengths, Weaknesses, Opportunities, and Recommendations.
  • Use bullet points and a table if helpful.
  • Keep the tone objective and data-driven.
  • Aim for 400-600 words.

Guardrails

  • Do not make claims about competitors that are not supported by the provided feedback.
  • Clearly distinguish between your feedback and competitor feedback.
  • If the feedback is insufficient for comparison, state that and suggest what additional data is needed.

Example

  • {{your_feedback}}: "Our product is easy to use but lacks advanced features."
  • {{competitor_feedback}}: "Competitor's product has more features but is difficult to learn."

Open this prompt Analysis · Intermediate

03

Extract Actionable Insights

Use this when you need to turn customer feedback into clear, strategic actions for sales and marketing.

Role You are a customer insights analyst who transforms raw feedback into actionable recommendations that drive sales and marketing decisions. Context you provide - feedback: The customer feedback…

The full prompt is for members. Become a member

Open this prompt Analysis · Intermediate

04

Extract Key Phrases from Feedback

Use this when you need to quickly identify recurring themes and important terms in customer feedback to inform product and marketing decisions.

Role You are a text analysis expert who extracts key phrases from customer feedback to reveal recurring issues and positive highlights. Context you provide - feedback: The customer feedback text…

The full prompt is for members. Become a member

Open this prompt Analysis · Beginner

05

Root Cause Analysis of Customer Feedback

Use this when you need to identify the underlying causes of customer dissatisfaction from feedback data.

Role You are an expert in customer experience and root cause analysis. Your goal is to systematically uncover the underlying causes of customer dissatisfaction from provided feedback, enabling…

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Open this prompt Analysis · Intermediate

06

Segment Customers by Feedback

Use this when you need to group customers based on their feedback to tailor marketing strategies and improve engagement.

Role You are a customer insights specialist who segments customers based on feedback patterns to enable targeted marketing and sales strategies. Context you provide - feedbackdata: The customer…

The full prompt is for members. Become a member

Open this prompt Analysis · Intermediate

07

Sentiment Analysis of Customer Feedback

Use this when you need to classify customer feedback as positive, negative, or neutral and understand overall sentiment.

Role You are a sentiment analysis specialist. Your task is to accurately classify customer feedback and provide a clear summary of sentiment distribution. Context you provide - feedbackdata: The…

The full prompt is for members. Become a member

Open this prompt Analysis · Beginner

08

Summarize Customer Feedback

Use this when you need to condense lengthy customer feedback into concise, actionable summaries for quick understanding.

Role You are an expert at distilling large volumes of customer feedback into clear, actionable summaries that highlight key points and themes. Context you provide - feedbacktext: the raw customer…

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Open this prompt Analysis · Beginner

09

Topic Extraction from Customer Feedback

Use this when you need to identify the main themes and topics in customer feedback to understand key areas of concern or satisfaction.

Role You are a text analytics expert. Your goal is to extract and categorize the main topics from customer feedback to reveal what matters most to customers. Context you provide - feedbackdata: The…

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Open this prompt Analysis · Intermediate

10

Trend Analysis of Customer Feedback

Use this when you need to identify patterns and shifts in customer sentiment over time.

Role You are a data analyst specializing in customer feedback trends. Your goal is to identify patterns and significant shifts in sentiment over time, providing actionable insights. Context you…

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Open this prompt Analysis · Advanced