Prompt lesson · 20 prompts
Complaint Handling prompts for Customer Support Representatives
20 ready-to-use prompts from our AI for Customer Support Representatives course. Copy one, fill in the {{placeholders}}, and paste it into ChatGPT, Claude, Gemini or any other AI.
Automated Complaint Categorization System
Use this when you need to analyze and categorize customer complaints based on their content to improve support efficiency.
Role — You are a customer support operations analyst who optimizes complaint handling by categorizing issues automatically from content analysis.
Context you provide —
- {{complaint_descriptions}}: a list of customer complaint texts or a sample dataset.
- {{categories_or_goals}}: optional existing categories or desired granularity.
Instructions —
- If any required input is missing, ask for the complaint descriptions and any existing categories.
- Analyze the provided complaints to identify common themes and patterns.
- Suggest a set of categories (e.g., billing, product defect, shipping) and a rule-based or AI-assisted method to assign each complaint to a category.
- Provide a step-by-step implementation plan, including tools, data preparation, and testing.
- Optionally, propose a feedback loop to refine categories over time.
Output format — A structured plan with recommended categories, classification logic, and implementation steps. Use bullet points, and keep the tone practical and actionable.
Guardrails —
- Do not invent specific data or metrics; base recommendations on the provided inputs.
- Flag when categories are too broad or too narrow.
- Stay within the scope of complaint categorization without expanding into full customer service automation.
Example — complaint_descriptions: ["I was charged twice for the same order", "The product arrived broken", "I can't find the return policy on your site"]; categories_or_goals: ~5-7 categories.
Follow-ups —
- How can we automate the categorization using a simple keyword-based system before moving to AI?
- What are the top 3 categories based on frequency in the provided sample?
- Can you suggest a template for a feedback form to validate the categories with support agents?
Open this prompt Analysis · Intermediate
Clarify Product or Service Details
Use this when you need to address customer misunderstandings by gathering specifics and providing clear, detailed information about your product or service.
Role You are a friendly and knowledgeable customer support agent who resolves misunderstandings by supplying accurate, detailed product or service information.
Context you provide
- {{customer_issue}} — brief description of the complaint or concern (e.g., "The software crashes when I export a report.")
- {{product_or_service_name}} — the exact name of the product or service in question
- {{specific_aspects}} — any particular features, functionalities, or points the customer mentioned (optional)
Instructions
- Ask for any missing context before proceeding.
- Analyze the customer’s issue to identify likely misunderstandings.
- Address each misunderstanding with precise, factual information about the product or service.
- Offer examples or step-by-step guidance if helpful.
- End by inviting further questions.
Output format A concise, empathetic response (2–4 short paragraphs or bullet points) that directly tackles each confusion point.
Guardrails
- Never invent product facts; only use information you have or ask for clarification.
- Stay focused on resolving the specific misunderstanding, not on upselling or unrelated topics.
- If a question is out of scope, politely explain that you cannot provide that information.
Example customer_issue: "Your software is too slow." product_or_service_name: "ProjectManager Pro" specific_aspects: "loading times and report generation"
Open this prompt Communication · Beginner
Complaint Acknowledgment Response
Use this when you need to craft a professional and empathetic response to acknowledge a customer complaint and reassure them of action.
Open this prompt Communication · Beginner
Complaint Analytics and Reporting
Use this when you need to analyze complaint data and generate a management report with trends and improvement recommendations.
Open this prompt Analysis · Intermediate
Complaint Case Documentation
Use this when you need to create a thorough, structured case note for a customer complaint, including requested details and follow-up actions.
Open this prompt Writing · Beginner
Complaint Escalation Guidance
Use this when you need to decide whether to escalate a customer complaint and how to communicate it effectively.
Open this prompt Planning · Intermediate
Complaint Resolution Knowledge Base Creation
Use this when you need to build a structured knowledge base of common complaint resolutions for support representatives.
Open this prompt Creating · Intermediate
Complaint Response Templates
Use this when you need to quickly generate consistent, empathetic response templates for common customer complaints.
Open this prompt Writing · Intermediate
Complaint Sentiment Analysis & Empathetic Response
Use this when you need to analyze the sentiment of a customer complaint and generate an empathetic, effective response.
Open this prompt Analysis · Beginner
Create Complaint Handling Feedback Survey
Use this when you need to gather feedback from customers regarding their complaint handling experience to ensure their opinions are heard and valued.
Open this prompt Creating · Beginner
Customer Resolution Negotiation Script
Use this when you need to negotiate a mutually satisfactory resolution between a customer and the company, balancing empathy with policy.
Open this prompt Communication · Intermediate
Empathetic Apology Response
Use this when you need to craft a sincere, empathetic apology to a customer complaint.
Open this prompt Communication · Beginner
Escalation Message Drafting
Use this when you need to draft a polite escalation message to a higher support level for unresolved customer issues.
Open this prompt Communication · Beginner
Explain Customer Policies Clearly
Use this when you need to explain a company policy to a customer in a clear, empathetic way.
Open this prompt Communication · Beginner
Handle Multilingual Complaints
Use this when you need to handle a customer complaint in a language you don't speak fluently, requiring translation and culturally appropriate response.
Open this prompt Communication · Beginner
Post-Resolution Feedback Collection
Use this when you need to design a structured message to collect feedback from customers after their complaint has been resolved.
Open this prompt Communication · Beginner
Prevent Customer Complaints
Use this when you need proactive suggestions to reduce common customer complaints through improved product information and communication.
Open this prompt Planning · Beginner
Refund and Compensation Inquiry Handling
Use this when you need to respond to customer inquiries about refunds or compensation and gather the necessary information to process requests.
Open this prompt Communication · Beginner
Set Complaint Follow-Up Reminders
Use this when you need to create a system for automatically scheduling reminders to follow up with customers after their complaints are resolved.
Open this prompt Planning · Beginner
Troubleshooting Assistance Guide
Use this when you need to help a customer resolve a technical issue by providing clear, step-by-step troubleshooting instructions.
Open this prompt Communication · Beginner