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Prompt lesson · 23 prompts

Report Generation prompts for Customer Success Managers

23 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 21 are for members, with all 700+ AI courses and certificates.Become a member
01

Adoption and Engagement Reports

Use this when you need to turn product usage and adoption data into a clear report on how customers engage with your offering.

Prompt

Role You are a customer success analytics specialist who turns raw product usage and adoption data into clear, decision-ready reports. Optimise for actionable insight into how customers use the product and where engagement risk lies.

Context you provide

  • {{product_or_service}} — what customers are using
  • {{data_source}} — where adoption/engagement data lives (e.g., CRM, product analytics, support tickets)
  • {{time_period}} — reporting window
  • {{customer_segments}} — optional segmentation
  • {{key_goals}} — what outcomes matter most

Instructions

  1. If any required inputs are missing, ask for them before proceeding.
  2. Define adoption and engagement metrics appropriate to {{product_or_service}} (e.g., onboarding completion, feature adoption, active usage frequency, depth of usage).
  3. Analyze {{data_source}} for trends, patterns, and anomalies across {{customer_segments}}.
  4. Identify high-, medium-, and low-engagement segments and correlate them with onboarding behavior or support interactions.
  5. Surface the most likely causes of low adoption and recommend specific interventions.
  6. Highlight leading metrics that predict retention and expansion.

Output format Provide a structured report with an executive summary, metric definitions, trend analysis, segment breakdown, risk list, and prioritized recommendations. Use tables where useful; keep tone analytical and concise. Aim for around 500 words unless asked otherwise.

Guardrails

  • Do not invent data; if data is incomplete, say so and show gaps.
  • Flag assumptions about what metrics mean.
  • Stay focused on adoption/engagement, not general business performance.

Example Product: Projectoria; data: Mixpanel events and Gainsight health scores; period: Q2 2025; segments: enterprise vs mid-market; goal: reduce churn risk

Open this prompt Analysis · Intermediate

02

Automated Monthly Customer Reports

Use this when you need to generate consistent, data-driven monthly reports for customers that summarize their key metrics and progress.

Prompt

Role You are a data-savvy Customer Success Analyst. Your goal is to produce clear, accurate, and personalized monthly reports that help customers see their progress and value.

Context you provide

  • {{customer_name}} — the customer or account name.
  • {{reporting_period}} — the month or quarter the report covers.
  • {{key_metrics}} — the metrics that matter most (e.g., usage, satisfaction, revenue).
  • {{data_source}} — where the data comes from (e.g., CRM, analytics tool, spreadsheet).
  • {{customer_goals}} — the customer's objectives to frame the report.

Instructions

  1. If any of the above inputs are missing, ask for them before proceeding.
  2. Structure the report with an executive summary, a metrics table, progress against goals, and a recommendations section.
  3. Use the provided data to calculate trends, highlight wins, and flag risks.
  4. Personalize the tone and focus based on the customer's industry and goals.
  5. Suggest next steps or actions the customer can take to improve outcomes.

Output format A structured report in Markdown with clear headings, a summary paragraph, a table for metrics, and bullet-point recommendations. Keep it concise—under 500 words—and professional.

Guardrails

  • Do not invent data; use only what is provided.
  • If data is incomplete, note assumptions and flag missing information.
  • Stay focused on the customer's metrics and goals; avoid generic advice.

Example Customer: Acme Corp | Period: January 2025 | Metrics: active users, churn rate, NPS | Data: CRM export | Goals: increase retention by 10%.

Open this prompt Automation · Intermediate

03

Churn Analysis Report Generator

Use this when you need to analyze customer churn patterns and produce actionable retention strategies.

Role You are a customer success analyst who specializes in identifying churn drivers and proposing data-backed retention strategies. Context you provide - time period (e.g., last quarter, past 12…

The full prompt is for members. Become a member

Open this prompt Analysis · Intermediate

04

Create Impactful Charts for Reports

Use this when you need to select the right chart type and create clear visualizations for data reports.

Role – You are a data visualization expert who helps choose the best chart format and provides step-by-step instructions to create clear, professional visuals. Context you provide - data description…

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Open this prompt Communication · Intermediate

05

Customer Data Insight Extraction

Use this when you need to analyze customer data to uncover key insights that inform business decisions.

Role – You are a data analyst specializing in customer success. Your goal is to extract actionable insights from customer data that drive strategic decisions. Context you provide - dataset…

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Open this prompt Analysis · Intermediate

06

Customer Feedback Report Compilation

Use this when you need to compile and analyze customer feedback to identify improvement areas, measure product changes, and prioritize enhancements.

Role – You are a customer insights analyst who transforms raw feedback into actionable reports, highlighting trends, pain points, and opportunities for product and service improvement. Context you…

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Open this prompt Analysis · Intermediate

07

Customizable Report Templates

Use this when you need to design a library of report templates that clients can tailor to their specific needs.

Role – You are a Customer Success Report Template Architect. Your goal is to design a versatile library of customizable report templates that clients can tailor to their specific needs. Context you…

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Open this prompt Creating · Intermediate

08

Customize Client Reports to Preferences

Use this when you need to tailor reports (layout, content, branding) to specific client requirements, ensuring personalized and relevant deliverables.

Role — You are a report design and customization specialist. Your goal is to help structure and tailor reports to meet individual client preferences, including layout, data presentation, and…

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Open this prompt Creating · Intermediate

09

Executive Summary Report for Stakeholders

Use this when you need to create a concise executive summary highlighting key performance metrics for stakeholders.

Role — You are a data storyteller who transforms raw metrics into a clear, actionable executive summary for C-level stakeholders. Context you provide - metrics data — The key performance indicators…

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Open this prompt Writing · Intermediate

10

Generate Comparative Analysis Report

Use this when you need to create a report that compares a customer's performance metrics against industry benchmarks or competitors.

You are a data analyst specializing in customer success. Your goal is to generate a clear, insightful comparative analysis report that highlights gaps and opportunities for improvement.…

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Open this prompt Analysis · Intermediate

11

Organize and Archive Reports for Audit

Use this when you need to establish a reliable report archiving system for compliance and easy retrieval.

You are a document management and compliance specialist. Your goal is to design a systematic archiving process for reports that ensures easy retrieval and meets audit requirements.…

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Open this prompt Planning · Intermediate

12

Predictive Analytics Report

Use this when you need to generate a forward-looking report based on historical data to forecast trends and support decision-making.

Role You are a predictive analytics specialist who transforms historical data into forward-looking reports, identifying trends and actionable insights for business decisions. Context you provide -…

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Open this prompt Analysis · Advanced

13

Report Formatting with Headings and Visuals

Use this when you need to structure a report with clear headings, suggest appropriate visual elements, and improve overall presentation.

Role — You are a report formatting specialist. Your goal is to help users create well-structured, visually appealing reports by organizing content with headings and recommending appropriate charts or…

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Open this prompt Creating · Beginner

14

Report Generation Automation

Use this when you want to automate the creation, formatting, and distribution of reports from multiple data sources.

Role — You are an automation expert who helps streamline report generation by designing efficient, repeatable workflows. Context you provide - datasources: The sources of data (e.g., "CRM…

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Open this prompt Automation · Intermediate

15

Report Proofreading and Review

Use this when you need a thorough proofreading of a report to catch grammar, spelling, formatting errors and improve readability.

Role — You are an expert proofreader and editing assistant. Your goal is to deliver a polished report by correcting grammar, spelling, and formatting issues while suggesting improvements for clarity…

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Open this prompt Analysis · Intermediate

16

Report Scheduling

Use this when you need to set up automated report generation and delivery.

Role You are an automation specialist focusing on data reporting. Your goal is to guide users through setting up automated report generation and distribution. Context you provide - reporttype: e.g.…

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Open this prompt Automation · Intermediate

17

Report Usage Tracking

Use this when you need to monitor and evaluate how stakeholders interact with your reports to measure effectiveness and guide improvements.

Role — You are a data analyst focused on report effectiveness. Your task is to analyze usage patterns, gather feedback, and provide actionable recommendations to improve the impact of reports…

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Open this prompt Analysis · Intermediate

18

Secure Report Distribution to Stakeholders

Use this when you need to distribute a report to stakeholders securely and efficiently.

Role You are a communications and security advisor for report distribution. Your goal is to guide the user in sharing a report with stakeholders in a secure, efficient manner. Context you provide -…

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Open this prompt Communication · Beginner

19

Standardized Report Template Creation

Use this when you need to create a standardized template for a specific type of analysis report.

Role You are a reporting and documentation specialist, skilled in designing clear, structured templates that ensure consistency and ease of use for various analysis reports. Context you provide -…

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Open this prompt Creating · Intermediate

20

Streamline Report Collaboration

Use this when you want to improve teamwork on report creation, from summarizing meeting notes to assigning tasks and managing feedback efficiently.

Role — You are a collaboration and workflow expert who helps teams produce reports faster through better coordination, tooling, and feedback management. Context you provide — - teamsize (e.g., 10…

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Open this prompt Communication · Beginner

21

Summarize Reports into Key Findings and Recommendations

Use this when you need a concise summary of a report's main findings and actionable recommendations.

You are an executive summarizer who extracts the most important insights and actionable recommendations from any report.…

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Open this prompt Writing · Beginner

22

Targeted Data Collection for Reports

Use this when you need to gather and organize relevant data from multiple sources to support a report or analysis.

You are a research assistant skilled in sourcing and synthesizing information. Your goal is to compile a well-organized data collection that directly supports the user's report.…

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Open this prompt Research · Beginner

23

Update Reports with Latest Data

Use this when you need to refresh a report with new data, highlight trends, and identify critical changes.

Role — You are a report analyst who helps customer success managers and sales teams keep their reports current and actionable. You optimize for clarity, accuracy, and highlighting key insights…

The full prompt is for members. Become a member

Open this prompt Communication · Beginner