AI 프롬프트: 고객 피드백

피드백을 수집하는 것은 쉽습니다 — 그것으로 무엇을 할지 아는 것이 어려운 부분입니다. 이 프롬프트들은 솔직한 답변을 얻는 설문을 설계하고, 피드백 데이터에서 패턴을 분석하며, 불만을 제품 개선으로 전환하도록 도와줍니다. ChatGPT, Gemini, Claude에서 테스트되어 더 잘 경청하도록 돕는 최적의 모델을 알 수 있습니다.

마지막 테스트 날짜 Feb 15, 2026 · 모델: GPT-4o, Gemini 2.0, Claude 3.5 Sonnet, Grok 2
하고 싶은 것 프롬프트 최적 용도
Create surveys that get real answers 설문 디자이너 Claude
Find patterns in customer feedback 피드백 분석기 Gemini
Respond to online reviews professionally 리뷰 응답 도구 ChatGPT
Turn NPS scores into improvements NPS 액션 플랜 Claude
Prioritize customer feature requests 기능 요청 우선순위 도구 Gemini
Build a continuous feedback system 피드백 루프 빌더 ChatGPT

설문 디자이너

Create surveys that get real answers

I need a customer feedback survey for [product/service/experience].

Goal of the survey: [what you want to learn]
Audience: [who will fill it out]
Survey length target: [number of questions]
Distribution method: [email, in-app, post-purchase, etc.]
Last survey sent: [when, or never]

Design the survey:
1. 8-12 questions in optimal order (easy to hard, closed to open)
2. A mix of rating scales, multiple choice, and open-ended questions
3. The one question that reveals the most actionable insight
4. NPS question placement and follow-up question for detractors
5. An incentive strategy that increases completion without biasing results
6. A pre-survey message that explains why their feedback matters (under 50 words)

최적 용도: CLAUDE

Claude designs surveys with the least bias in question wording. It avoids leading questions that other models default to and structures the flow so respondents don't abandon halfway through.

테스트 완료 Feb 15, 2026

프로 팁

Put your most important question in position 3, not position 1. The first two questions warm people up and build commitment. By question 3, they're invested enough to give thoughtful answers.

피드백 분석기

Find patterns in customer feedback

Analyze this customer feedback and tell me what to prioritize:

[Paste 20-50 pieces of customer feedback: reviews, survey responses, support tickets, social comments]

Product/service: [what they're giving feedback on]
Recent changes: [anything you've changed recently]
Known issues: [problems you're already aware of]

Provide:
1. Theme analysis: group feedback into 5-7 categories with frequency counts
2. Sentiment breakdown: positive, negative, neutral percentages
3. The #1 issue to fix immediately (biggest impact, most mentioned)
4. Hidden insights: feedback patterns that aren't obvious on first read
5. Exact customer quotes that best represent each theme
6. A prioritized action plan: what to fix this week, this month, this quarter

최적 용도: GEMINI

Gemini excels at categorizing and quantifying unstructured feedback data. Its theme analysis is thorough and it catches subtle patterns across disparate feedback sources that other models miss.

테스트 완료 Feb 15, 2026

프로 팁

Include the raw feedback verbatim, including typos and emotions. AI extracts more insight from unfiltered customer language than from your cleaned-up summaries. The anger and excitement in raw feedback reveals priority.

리뷰 응답 도구

Respond to online reviews professionally

Help me respond to these customer reviews:

[Paste 5-10 reviews with star ratings]

Business type: [what you do]
Brand voice: [professional/friendly/empathetic/casual]
Common misconceptions: [things reviewers often get wrong]
Changes you've made: [improvements based on past feedback]

For each review, write:
1. A personalized response (not generic 'thank you for your feedback')
2. Acknowledgment of their specific experience
3. For negative reviews: what you're doing to address the issue
4. For positive reviews: a genuine reaction that encourages loyalty
5. A subtle invitation to return or try something new
6. Flag any reviews that need private follow-up (and a DM template)

최적 용도: CHATGPT

ChatGPT writes the most natural, personalized review responses that don't sound corporate. It adapts tone perfectly between 1-star and 5-star reviews without being defensive or overly grateful.

테스트 완료 Feb 15, 2026

프로 팁

Respond to negative reviews within 4 hours and positive reviews within 24 hours. Speed on negative reviews shows you care. Delayed responses on positive reviews feel fine because happy customers aren't waiting anxiously.

NPS 액션 플랜

Turn NPS scores into improvements

Help me act on our NPS results.

Current NPS score: [number]
Previous NPS score: [number and when]
Promoters feedback themes: [what happy customers say]
Detractors feedback themes: [what unhappy customers say]
Passives feedback themes: [what neutral customers say]
Response rate: [percentage who responded]

Build an NPS action plan:
1. Score interpretation: what our NPS really means in context
2. Top 3 actions to convert passives to promoters
3. Top 3 actions to reduce detractor volume
4. A promoter program: how to activate happy customers as advocates
5. Detractor rescue workflow: steps to save at-risk customers
6. Quarterly NPS improvement targets with specific initiatives for each

최적 용도: CLAUDE

Claude provides the most honest NPS interpretation, including when scores are misleading due to low response rates or biased samples. Its action plans prioritize the highest-leverage changes.

테스트 완료 Feb 15, 2026

프로 팁

Call your detractors personally. A phone call from a real person to someone who gave a low score converts 30-40% of them back to satisfied customers. AI can write the script, but the human call does the work.

기능 요청 우선순위 도구

Prioritize customer feature requests

Help me prioritize these feature requests from customers:

[List 10-15 feature requests with: who requested it, how many times it's been asked, customer tier/value]

Product roadmap capacity: [how many features you can build this quarter]
Strategic priorities: [company goals this year]
Competitor features: [what competitors have that you don't]
Technical constraints: [anything limiting what you can build]

Prioritize and provide:
1. A scoring matrix: impact (revenue, retention, acquisition) x effort
2. The top 5 features to build, in order, with business justification
3. Features to explicitly NOT build (and how to communicate that)
4. A 'quick wins' list: low-effort features that delight customers
5. A customer communication plan for each decision (yes, not yet, no)
6. A feedback loop: how to validate the priority order with customers before building

최적 용도: GEMINI

Gemini builds the most structured prioritization matrices with clear scoring criteria. Its impact vs. effort analysis is practical and produces frameworks your product team can adopt immediately.

테스트 완료 Feb 15, 2026

프로 팁

Ask customers 'what would you stop using if we built this?' instead of 'do you want this feature?' The first question reveals actual value. The second always gets a 'yes' that means nothing.

피드백 루프 빌더

Build a continuous feedback system

Help me build a continuous customer feedback system.

Business type: [product/service/SaaS/e-commerce]
Customer base size: [number of active customers]
Current feedback sources: [surveys, support tickets, reviews, social — or none]
Team responsible: [who handles feedback]
Biggest feedback gap: [what you don't know about your customers]

Design a feedback ecosystem:
1. Feedback collection touchpoints: when and where to ask (map to customer journey)
2. Passive feedback sources: signals you can read without asking
3. A feedback aggregation system: how to centralize data from all sources
4. A weekly feedback review ritual: agenda, attendees, and action format
5. Closed-loop process: how to tell customers their feedback led to changes
6. Quarterly 'voice of customer' report template for leadership

최적 용도: CHATGPT

ChatGPT designs the most comprehensive feedback ecosystems with practical tool recommendations. It maps feedback touchpoints to the customer journey clearly and suggests realistic implementation timelines.

테스트 완료 Feb 15, 2026

프로 팁

The closed loop is everything. When you make a change based on feedback, email every customer who requested it. 'You asked, we built it' is the most powerful retention message you can send.

모델 비교

실제 테스트 결과를 기반으로 합니다 — 추측이 아닙니다. 테스트 방법론 보기

G

Gemini

Best for feedback analysis and feature prioritization. Categorizes unstructured data efficiently and builds clear scoring matrices. Less effective at writing empathetic customer-facing responses.

결과 출처: Gemini 2.0 Flash · 테스트 완료 Feb 15, 2026
C

ChatGPT

Best for review responses and feedback system design. Writes natural, personalized customer replies and maps comprehensive feedback ecosystems. Can be overly optimistic in sentiment analysis.

결과 출처: GPT-4o · 테스트 완료 Feb 15, 2026
C

Claude

Best for survey design and NPS interpretation. Creates unbiased surveys and provides honest data analysis. Sometimes over-qualifies findings — push it for clear recommendations.

결과 출처: Claude 3.5 Sonnet · 테스트 완료 Feb 15, 2026
G

Grok

Excels at cutting through complaint noise to identify the real issues customers are trying to communicate. Delivers blunt, actionable analysis without sugarcoating negative feedback patterns. Less effective at building empathetic feedback response frameworks and diplomatic survey designs.

결과 출처: Grok 2 · 테스트 완료 Feb 15, 2026

NailedIt에서 사용해보기

위의 프롬프트를 NailedIt에 붙여넣고 모델을 나란히 비교해 보세요.

프로 팁

1

Ask 'why' after every rating. A 3-star rating tells you nothing. The follow-up 'what would make this a 5?' tells you everything. Always pair quantitative scores with one open-ended question that reveals the story behind the number.

2

Negative feedback is a gift — silence is the threat. Customers who complain are giving you a chance to fix things. The ones who leave without saying anything are the real problem. Build systems that make it easy to complain before they walk away.

3

Share raw feedback with the whole team. Don't filter customer quotes into sanitized summaries for your team. Let engineers, designers, and leadership read the actual words customers use. Raw emotion drives action faster than any report.