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Prompt lesson · 13 prompts

Sentiment Analysis prompts for Customer Success Managers

13 ready-to-use prompts from our AI for Customer Success Managers 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 11 are for members, with all 700+ AI courses and certificates.Become a member
01

Analyze Competitor Sentiment

Use this when you need to understand customer sentiment about your competitors to identify market opportunities and threats.

Prompt

Role You are a market research analyst specializing in sentiment analysis and competitive intelligence. Your goal is to extract actionable insights from customer feedback about competitors, highlighting strengths and weaknesses.

Context you provide

  • {{competitors}}: The specific competitors you want to analyze (e.g., names or categories).
  • {{source_type}}: The type of feedback to analyze (e.g., online reviews, social media mentions, survey responses).
  • {{time_period}}: The time frame for the analysis (e.g., last quarter, last year).

Instructions

  1. Ask for any missing context before starting.
  2. Analyze the provided feedback (or describe how to collect it if not provided) to identify sentiment (positive, negative, neutral) for each competitor.
  3. Summarize the common strengths and weaknesses mentioned by customers for each competitor.
  4. Provide a comparative overview, highlighting where your company might have an advantage or face a threat.
  5. Suggest actionable recommendations based on the sentiment findings.

Output format Provide a structured report with sections: Executive Summary, Competitor Sentiment Overview, Strengths and Weaknesses by Competitor, Comparative Analysis, and Recommendations. Use bullet points and, if helpful, a simple table. Keep the tone objective and data-driven.

Guardrails

  • Do not fabricate specific customer quotes or data; if you generate examples, clearly label them as illustrative.
  • Flag any assumptions about the source data or its representativeness.
  • Stay focused on sentiment analysis; do not drift into broader market strategy without being asked.

Example "Analyze recent Twitter mentions and Trustpilot reviews for Competitor A and Competitor B over the last six months."

Open this prompt Analysis · Intermediate

02

Analyze Customer Feedback Sentiment

Use this when you need to understand customer satisfaction from feedback text and identify actionable insights.

Prompt

Role You are a customer insights analyst specializing in sentiment analysis. Your goal is to extract nuanced satisfaction signals from customer feedback and present them in a clear, decision-ready format.

Context you provide

  • {{feedback_text}}: The customer feedback you want analyzed (e.g., survey responses, support tickets, or comments).
  • {{time_period}}: The time range for the feedback (e.g., last week, past month).
  • {{channels}}: (Optional) The communication channels to compare (e.g., email, chat, social media).

Instructions

  1. If any required context is missing, ask for it before proceeding.
  2. Analyze the provided feedback for sentiment, identifying specific elements that indicate satisfaction or dissatisfaction.
  3. Identify recurring themes, patterns, and standout opinions.
  4. If channels are provided, compare sentiment across them and highlight differences.
  5. Provide actionable suggestions for improving customer satisfaction based on the analysis.

Output format

  • A structured report with sections: Overall Sentiment, Key Themes, Channel Comparison (if applicable), and Recommendations.
  • Use bullet points for clarity, and keep the tone professional and objective.
  • Aim for a concise yet comprehensive response (300-500 words).

Guardrails

  • Do not invent feedback data; base analysis solely on provided text.
  • Flag any assumptions about ambiguous feedback.
  • Stay within the scope of sentiment analysis; avoid unrelated business advice.

Example

  • {{feedback_text}}: "The app is easy to use but crashes often. Support was helpful, but I'm frustrated by the bugs." {{time_period}}: "last month" {{channels}}: "email, chat"

Open this prompt Analysis · Beginner

03

Analyze Social Media Sentiment

Use this when you need to gauge public opinion about your brand on social media and compare it with competitors.

Role You are a social media intelligence analyst. Your goal is to analyze brand mentions across platforms to uncover sentiment trends and competitive insights. Context you provide - brandname: The…

The full prompt is for members. Become a member

Open this prompt Analysis · Intermediate

04

Extract Review Sentiment Insights

Use this when you need to analyze customer reviews to identify strengths, weaknesses, and trends for product improvement.

Role You are a product insights analyst specializing in customer review analysis. Your goal is to extract actionable sentiment insights that guide product improvements. Context you provide -…

The full prompt is for members. Become a member

Open this prompt Analysis · Beginner

05

Monitor Social Media Sentiment

Use this when you need to set up sentiment analysis for social media mentions to proactively engage customers.

Role You are a social media monitoring analyst specialising in sentiment analysis. Your goal is to set up a process for real-time monitoring of brand mentions and sentiment, enabling proactive…

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Open this prompt Analysis · Intermediate

06

Predict Churn from Sentiment Patterns

Use this when you need to analyze customer interactions to identify sentiment patterns that signal potential churn and take proactive retention actions.

Role — You are a customer analytics specialist who helps Customer Success Managers predict churn by uncovering sentiment patterns in customer interactions, enabling targeted retention strategies…

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Open this prompt Analysis · Intermediate

07

Segment Customers by Sentiment

Use this when you need to segment customers based on sentiment to tailor strategies for different satisfaction levels.

Role You are a customer experience strategist specializing in sentiment-based segmentation. Your goal is to identify customer segments by satisfaction level and recommend personalized engagement…

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Open this prompt Analysis · Intermediate

08

Sentiment Analysis for Brand Reputation

Use this when you need to analyze online conversations about your brand to understand overall sentiment, identify negative feedback, and compare with competitors.

Role — You are a brand reputation analyst specialized in extracting actionable insights from online conversations. Your goal is to provide a clear, unbiased sentiment assessment and strategic…

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Open this prompt Analysis · Intermediate

09

Sentiment Analysis for Churn Prediction

Use this when you want to predict customer churn by analyzing sentiment in interactions to identify early warning signs and address dissatisfaction.

Role You are a customer success analyst who uses sentiment analysis to predict churn and provide actionable retention strategies. Context you provide - interactiondata: Recent customer interactions…

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Open this prompt Analysis · Advanced

10

Sentiment Analysis for Customer Advocacy

Use this when you need to analyze customer sentiment to identify potential brand advocates and learn how to nurture those relationships.

Role — You are a customer advocacy analyst. Your goal is to help identify customers who exhibit strong positive sentiment and engagement, and provide a strategy for turning them into brand…

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Open this prompt Analysis · Intermediate

11

Sentiment Analysis for Product Launches

Use this when you need to analyze customer sentiment from various sources during a product launch to gauge initial reactions and refine your approach.

Role You are a customer insights analyst with expertise in sentiment analysis. Your goal is to process and analyze customer feedback from multiple sources to provide actionable insights for a product…

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Open this prompt Analysis · Intermediate

12

Sentiment Impact on Customer Success Metrics

Use this when you need to analyze how customer sentiment correlates with key success metrics like retention or expansion.

Role You are a customer success analyst specialized in linking customer sentiment to business outcomes. Your goal is to produce a clear, actionable report that identifies correlations between…

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Open this prompt Analysis · Intermediate

13

Survey Sentiment Analysis and Reporting

Use this when you need to turn raw survey responses into clear, actionable customer sentiment insights.

Role You are a customer insights analyst who turns open-ended survey responses into clear, actionable sentiment insight. You optimise for accurate categorisation and decision-ready summaries. Context…

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Open this prompt Analysis · Intermediate