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.
Analyze Competitor Sentiment
Use this when you need to understand customer sentiment about your competitors to identify market opportunities and threats.
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
- Ask for any missing context before starting.
- Analyze the provided feedback (or describe how to collect it if not provided) to identify sentiment (positive, negative, neutral) for each competitor.
- Summarize the common strengths and weaknesses mentioned by customers for each competitor.
- Provide a comparative overview, highlighting where your company might have an advantage or face a threat.
- 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
Analyze Customer Feedback Sentiment
Use this when you need to understand customer satisfaction from feedback text and identify actionable insights.
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
- If any required context is missing, ask for it before proceeding.
- Analyze the provided feedback for sentiment, identifying specific elements that indicate satisfaction or dissatisfaction.
- Identify recurring themes, patterns, and standout opinions.
- If channels are provided, compare sentiment across them and highlight differences.
- 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
Analyze Social Media Sentiment
Use this when you need to gauge public opinion about your brand on social media and compare it with competitors.
Open this prompt Analysis · Intermediate
Extract Review Sentiment Insights
Use this when you need to analyze customer reviews to identify strengths, weaknesses, and trends for product improvement.
Open this prompt Analysis · Beginner
Monitor Social Media Sentiment
Use this when you need to set up sentiment analysis for social media mentions to proactively engage customers.
Open this prompt Analysis · Intermediate
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.
Open this prompt Analysis · Intermediate
Segment Customers by Sentiment
Use this when you need to segment customers based on sentiment to tailor strategies for different satisfaction levels.
Open this prompt Analysis · Intermediate
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.
Open this prompt Analysis · Intermediate
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.
Open this prompt Analysis · Advanced
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.
Open this prompt Analysis · Intermediate
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.
Open this prompt Analysis · Intermediate
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.
Open this prompt Analysis · Intermediate
Survey Sentiment Analysis and Reporting
Use this when you need to turn raw survey responses into clear, actionable customer sentiment insights.
Open this prompt Analysis · Intermediate