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25 ChatGPT Prompts for Turning Customer Feedback Into Product Improvements
25 ChatGPT Prompts for Turning Customer Feedback Into Product Improvements Turning customer feedback into product improvements starts with separating what customers ask for from the problem behind the…
At a glance
- 26 prompts
- 26 min read
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ChatGPT
Claude
Gemini
Google AI Mode
Perplexity
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- Master Prompt Template
- Extract user problems
- Separate requests from problems
- Cluster feedback themes
- Create product hypotheses
- Prioritize product problems
- Create customer interview questions
- Draft candidate acceptance criteria
- Identify contradictory feedback
- Find quick wins
- Create a product opportunity brief
- Analyze feature requests
- Find workflow problems
- Turn support tickets into opportunities
- Create a neutral problem statement
- Create validation experiments
- Identify missing product data
- Create roadmap-ready summaries
- Compare feedback across versions
- Find repeated friction points
- Generate UX improvement ideas
- Create a feedback dashboard schema
- Create a feedback-review agenda
- Create a feedback-to-roadmap workflow
- Audit a product conclusion
- Create a master feedback-analysis workflow
25 ChatGPT Prompts for Turning Customer Feedback Into Product Improvements
Turning customer feedback into product improvements starts with separating what customers ask for from the problem behind the request. These 25 ChatGPT prompts are for product managers, founders and support leads who hold raw comments, tickets or survey answers and need themes, priorities and testable next steps. Each prompt is copy-and-paste ready and comes with a quality check. For review-specific analysis, see our customer reviews prompts, and for the support side, AI prompts for customer service teams.
How to use these prompts: Replace bracketed variables with your actual information. Give the AI enough context to understand the task, but never ask it to invent missing facts. Review the final output before publishing, submitting, sending, or acting on it.
How to Write Better AI Prompts for This Use Case
- Define the task: say exactly what you want the AI to do.
- Provide context: include the source material, audience, goal, and relevant background.
- Set constraints: specify format, length, tone, deadline, tools, or limitations.
- Protect accuracy: instruct AI to flag missing information rather than guessing.
- Specify the output: tell it what sections, tables, bullets, examples, or fields you expect.
- Review the result: verify important facts, numbers, names, dates, policies, and professional claims.
Master Prompt Template
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert assistant for [TASK AREA]. My goal is [GOAL]. Context: [CONTEXT]. Audience: [AUDIENCE]. Source material: [SOURCE]. Constraints: [CONSTRAINTS]. Use only supported facts, clearly label assumptions, flag missing information, and return the result in [FORMAT]. Before finalizing, check for contradictions, unsupported claims, and missing requirements.25 Practical Prompt Examples
1. Extract user problems
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: extract user problems.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
2. Separate requests from problems
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: separate requests from problems.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
3. Cluster feedback themes
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: cluster feedback themes.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
4. Create product hypotheses
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create product hypotheses.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
5. Prioritize product problems
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: prioritize product problems.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
6. Create customer interview questions
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create customer interview questions.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A candidate is applying for an operations role and wants a realistic mock interview based on the job description.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
7. Draft candidate acceptance criteria
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: draft candidate acceptance criteria.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
8. Identify contradictory feedback
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: identify contradictory feedback.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
9. Find quick wins
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: find quick wins.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
10. Create a product opportunity brief
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create a product opportunity brief.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
11. Analyze feature requests
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: analyze feature requests.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
12. Find workflow problems
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: find workflow problems.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
13. Turn support tickets into opportunities
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: turn support tickets into opportunities.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
14. Create a neutral problem statement
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create a neutral problem statement.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
15. Create validation experiments
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create validation experiments.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
16. Identify missing product data
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: identify missing product data.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
17. Create roadmap-ready summaries
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create roadmap-ready summaries.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
18. Compare feedback across versions
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: compare feedback across versions.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
19. Find repeated friction points
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: find repeated friction points.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
20. Generate UX improvement ideas
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: generate ux improvement ideas.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
21. Create a feedback dashboard schema
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create a feedback dashboard schema.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
22. Create a feedback-review agenda
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create a feedback-review agenda.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A business has 120 customer reviews and wants recurring complaints grouped by theme.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
23. Create a feedback-to-roadmap workflow
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create a feedback-to-roadmap workflow.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
24. Audit a product conclusion
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: audit a product conclusion.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
25. Create a master feedback-analysis workflow
Copy and paste prompt:
Fill in the blanks below, or click a highlighted word in the prompt.
Act as an expert business & customer insights assistant. Help me with this task: create a master feedback-analysis workflow.
Context: [ADD YOUR CONTEXT].
Goal: [DEFINE THE DESIRED OUTCOME].
Audience/user: [DEFINE AUDIENCE].
Constraints: [LENGTH, FORMAT, TONE, TOOLS, DEADLINE OR OTHER CONSTRAINTS].
Instructions:
1. Use the supplied information as the source of truth.
2. Do not invent facts, qualifications, statistics, dates, names, metrics, citations, or commitments.
3. If important information is missing, identify it instead of guessing.
4. Give a structured result that is easy to review and edit.
5. Explain important assumptions separately from facts.
6. Where useful, provide a concise checklist or next-step section.
Source material:
[PASTE MATERIAL HERE]Real-world example: A product team has customer comments requesting features and wants to separate requests from underlying problems.
How to use it: Start with the example context, replace it with your own information, and ask the model to preserve factual boundaries. For important work, compare the result with the original source before using it.
Quality check: Confirm that the output answers the requested task, uses the supplied evidence, follows the requested format, and does not introduce unsupported claims.
Common Mistakes to Avoid
- Using vague instructions such as “make this better” without defining the outcome.
- Giving AI no context and expecting it to understand your situation.
- Allowing the model to fill missing numbers, dates, qualifications, or business facts.
- Copying an AI-generated result directly into a professional or public document without review.
- Overloading one prompt with unrelated objectives that should be handled in separate steps.
- Measuring prompt quality only by how long the prompt is; clarity and relevant context matter more.
Advanced Workflow: Turn One Prompt Into a Repeatable Process
For recurring work, use a four-stage workflow: Input → Analyze → Draft → Quality Check. First provide clean source material. Next ask AI to identify themes, requirements, gaps, or risks. Then request the actual deliverable. Finally run a separate quality-control prompt that checks factual fidelity, completeness, formatting, and unsupported assumptions. This approach is usually more reliable than asking for a perfect final answer in one step.
Frequently Asked Questions
How detailed should an AI prompt be?
Detailed enough to define the goal, context, constraints, and desired output. More words are not automatically better.
Should I include examples in my prompt?
Yes when the desired format or style is difficult to describe. A small, accurate example can reduce ambiguity.
Can ChatGPT replace professional judgment?
No. It can organize information and generate drafts, but important legal, financial, medical, employment, security, and business decisions should be checked against authoritative information and appropriate professionals.
Why does the same prompt produce different answers?
Generative AI can produce different outputs based on context, model version, conversation history, and randomness. Treat prompts as instructions, not deterministic programs.
How can I make outputs more accurate?
Provide authoritative source material, explicit constraints, required fields, and instructions to flag uncertainty instead of guessing.
Final Checklist
- Goal is explicit
- Relevant context is supplied
- Output format is defined
- Constraints are stated
- AI is instructed not to invent missing facts
- Important results are checked against the source
- Sensitive information is handled appropriately