💡 AI 模型在英文提示詞下表現最佳。因此,提示詞本文以英文呈現。使用英文輸入可獲得更準確、更詳細的回應。 收集回饋很容易——知道該怎麼處理才是難的部分。這些提示詞幫助你設計能獲得誠實答案的問卷、分析回饋數據中的模式、建立回饋轉產品的流程,以及將投訴轉化為已上線的功能。已在 GPT-4.1、Gemini 2.5 Pro、Claude Sonnet 4 和 Grok 3 上測試,讓你知道哪個模型幫助你更好地傾聽。
| 您想做的事 |
|---|
| 建立能獲得誠實、可操作答案的問卷 |
| 從非結構化的客戶回饋中找出模式 |
| 專業且大規模地回覆線上評論 |
| 將 NPS 分數轉化為可衡量的改善 |
| 用商業邏輯排序客戶功能需求 |
| 建立將客戶回饋直接連接到產品決策的系統 |
| 建立持續性的客戶回饋生態系統 |
提示詞
建立能獲得誠實、可操作答案的問卷
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)
進階技巧
把最重要的問題放在第 3 題,而非第 1 題。前兩題讓人暖身並建立承諾。到第 3 題時,他們已經投入到足以給出深思熟慮的答案,而不是匆匆帶過。
已測試 Mar 15, 2026
從非結構化的客戶回饋中找出模式
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
進階技巧
原封不動地附上原始回饋,包括錯字和情緒。AI 從未過濾的客戶語言中能提取比你整理過的摘要更多的洞察。原始回饋中的憤怒和興奮揭示了客戶真正在意的事。
已測試 Mar 15, 2026
專業且大規模地回覆線上評論
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)
進階技巧
在 4 小時內回覆負面評論,24 小時內回覆正面評論。對負面評論的快速回應展示你在乎。對正面評論的延遲回應沒關係,因為滿意的客戶不會焦急等待確認。
已測試 Mar 15, 2026
將 NPS 分數轉化為可衡量的改善
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
進階技巧
親自打電話給你的批評者。一個真人打給低分客戶的電話,能將 30-40% 轉回滿意客戶。AI 可以寫腳本,但真人的電話才是真正重建信任的力量。
已測試 Mar 15, 2026
用商業邏輯排序客戶功能需求
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
進階技巧
問客戶「如果我們做了這個,你會停止使用什麼?」而非「你想要這個功能嗎?」第一個問題揭示實際的價值取捨。第二個問題總是得到「要」的回答,對排序毫無意義。
已測試 Mar 15, 2026
建立將客戶回饋直接連接到產品決策的系統
Help me build a system that connects customer feedback directly to product decisions. Current state: [how feedback reaches the product team today — or doesn't] Feedback sources: [support tickets, surveys, reviews, social, sales calls, churned customer interviews] Product team structure: [PMs, designers, engineers — how they work] Sprint/release cadence: [how often you ship] Biggest gap: [the disconnect between what customers say and what gets built] Design a feedback-to-product pipeline: 1. Collection layer: how to tag and categorize feedback at the source (support, sales, reviews) with consistent taxonomy 2. Aggregation layer: how to centralize feedback from all sources into one view with theme detection 3. Signal detection: how to distinguish noise (one loud customer) from signal (pattern across many) 4. Product integration: how to inject customer evidence into sprint planning, roadmap reviews, and design critiques 5. Closed loop: how to notify customers when their feedback becomes a shipped feature 6. Measurement: how to track whether the pipeline is actually influencing product decisions (not just existing on paper)
進階技巧
回饋轉產品的流程在產品團隊只看到摘要報告時就失敗了。Slack 頻道、Jira 工單和衝刺規劃中的原始客戶引述,比任何儀表板都能產生更多同理心和緊迫感。將客戶的真實聲音注入每個決策點。
已測試 Mar 15, 2026
建立持續性的客戶回饋生態系統
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
進階技巧
閉環是一切。當你根據回饋做出改變時,發郵件給每個曾要求的客戶。「你提出了,我們做到了」是你能發送的最強留客訊息——而且完全免費。
已測試 Mar 15, 2026
基於實際測試結果 — 非假設推測。 查看測試方法
Gemini 2.5 Pro
高效分類非結構化回饋數據,建立清晰的功能優先排序評分矩陣。在偵測大量回饋中的模式方面最強。
最佳分析能力GPT-4.1
撰寫最自然、個人化的評論回覆和面向客戶的溝通。在回饋系統設計和客戶旅程繪製方面最強。
最佳回覆撰寫Claude Sonnet 4
建立最無偏見的問卷,提供最誠實的 NPS 解讀。在回饋轉產品流程設計和閉環流程架構方面最強。
最佳問卷設計Grok 3
能穿透投訴噪音識別客戶真正在表達的問題。提供可操作的分析,不粉飾負面回饋模式。
最直白的分析在每個評分後追問「為什麼」。一個 3 星評分什麼都不告訴你。後續的「什麼會讓這變成 5 星?」告訴你一切。永遠將量化分數搭配一個開放式問題,揭示數字背後的故事。
負面回饋是禮物——沉默才是威脅。抱怨的客戶在給你修復的機會。那些不說一聲就離開的才是真正的問題。建立讓人容易在離開前抱怨的系統。
與整個團隊分享原始回饋。不要把客戶引述過濾成消毒過的摘要。讓工程師、設計師和領導階層閱讀客戶使用的真實用語。原始的情感比任何季度報告都更快驅動行動。