문제를 처리하는 방식이 성공을 처리하는 것보다 더 브랜드를 정의합니다. 이 프롬프트들은 불만을 진정시키는 응답을 작성하고, 첫 접촉에서 문제를 해결하며, 화난 고객을 최고의 지지자로 전환하도록 도와줍니다. ChatGPT, Gemini, Claude에서 테스트되어 어려운 상황을 가장 잘 처리하는 모델을 알 수 있습니다.
| 하고 싶은 것 | 최적 용도 |
|---|---|
| Calm angry customers down | Claude |
| Build templates for common complaints | ChatGPT |
| Find root causes of recurring issues | Gemini |
| Build clear escalation procedures | Gemini |
| Write genuine apology messages | Claude |
| Turn complaints into loyalty | ChatGPT |
프롬프트
Calm angry customers down
Help me de-escalate this customer situation: What happened: [describe the issue] Customer's emotional state: [angry / frustrated / disappointed / threatening to leave] What they said: [paste their exact message or describe the call] What we can actually do: [your constraints and options] Relationship history: [new customer / long-time customer / VIP] Provide: 1. An opening response that validates their emotion without admitting fault prematurely 2. A bridge statement that transitions from empathy to problem-solving 3. Three resolution options to offer (good / better / best) 4. Language to avoid (phrases that make angry customers angrier) 5. A follow-up message to send 24 hours after resolution 6. An internal escalation template if I can't resolve it myself
최적 용도: CLAUDE
Claude writes the most empathetic de-escalation scripts that validate emotions without being patronizing. It avoids corporate clichés like 'we apologize for the inconvenience' and uses genuine human language.
테스트 완료 Feb 15, 2026
프로 팁
Match the customer's communication channel and energy level. If they wrote a 500-word complaint, don't respond with 2 sentences. Length signals that you took their issue seriously. AI can help you match the weight of your response.
Build templates for common complaints
Build a complaint response library for [business type]. Top 10 complaints we receive: [List each complaint category with approximate frequency] Brand voice: [professional / friendly / casual] Response time goal: [hours/minutes] Channels: [email, chat, phone, social media] For each complaint, create: 1. An empathy-first response template (customizable with [brackets]) 2. Resolution steps the agent should take 3. Compensation guidelines: when to offer what 4. Escalation criteria: when this needs a manager 5. A prevention note: what to flag for the product/ops team 6. A 'win-back' follow-up message for after the issue is resolved
최적 용도: CHATGPT
ChatGPT generates the most comprehensive response libraries with natural language that agents can quickly customize. Its templates feel conversational, not robotic, which helps agents sound authentic.
테스트 완료 Feb 15, 2026
프로 팁
Have your newest support agent review every template. If they need to rewrite it to sound like themselves, the template is too rigid. Good templates are frameworks, not scripts — agents should fill in with their own voice.
Find root causes of recurring issues
Help me find the root cause of this recurring customer issue: The symptom: [what customers report] Frequency: [how often it happens] Affected segment: [which customers experience it] Timeline: [when it started or got worse] What we've tried: [fixes attempted so far] Data available: [logs, tickets, metrics you have] Conduct a root cause analysis: 1. Five 'why' analysis: drill from symptom to root cause 2. Contributing factors: what makes this issue worse or more frequent 3. A fishbone diagram structure (categories: people, process, product, environment) 4. The most likely root cause with evidence reasoning 5. Three fix options: band-aid, medium-term, permanent solution 6. A measurement plan: how to verify the fix actually worked
최적 용도: GEMINI
Gemini structures root cause analyses with the clearest logical frameworks. Its fishbone diagrams and five-why chains are thorough and help teams think systematically instead of jumping to conclusions.
테스트 완료 Feb 15, 2026
프로 팁
Always ask 'why' one more time than feels comfortable. Most teams stop at the second or third 'why' and fix a symptom, not the cause. True root causes usually feel uncomfortably systemic.
Build clear escalation procedures
Help me build an escalation framework for our support team. Team structure: [tiers, roles, managers] Ticket volume: [daily/weekly] Current escalation process: [what exists now, or nothing] SLA targets: [response and resolution times] High-risk scenarios: [situations that need immediate attention] Design an escalation playbook: 1. Escalation tiers: what gets handled at each level 2. Trigger criteria: specific signals that require escalation 3. Response templates for each escalation level 4. Communication protocol: who gets notified and how 5. SLA adjustments: how timelines change at each tier 6. Post-escalation review: learning from every escalated case
최적 용도: GEMINI
Gemini produces the most structured escalation frameworks with clear tier definitions and trigger criteria. Its playbooks are detailed enough to onboard new agents without additional training.
테스트 완료 Feb 15, 2026
프로 팁
Build a 'fast lane' for customers who mention competitors, legal action, or social media publicly. These situations have outsized brand impact and need different handling than standard escalations.
Write genuine apology messages
I need to apologize to a customer (or group of customers) for [describe the mistake/issue]. What went wrong: [be specific about the failure] Impact on customers: [how it affected them] Our fault level: [fully our fault / partially / external factor] What we're doing to fix it: [concrete steps taken] Compensation available: [what you can offer] Write: 1. A direct apology that takes ownership without corporate hedging 2. A clear explanation of what happened (honest, not defensive) 3. Specific steps we're taking so it won't happen again 4. Compensation or goodwill gesture with proper framing 5. A mass email version (if this affects many customers) 6. A personal version for high-value customers with extra care
최적 용도: CLAUDE
Claude writes the most genuine apologies that take real ownership. It avoids the 'we're sorry if you were affected' non-apologies and uses direct language that rebuilds trust.
테스트 완료 Feb 15, 2026
프로 팁
The word 'but' destroys every apology. 'We're sorry, BUT here's why it happened' sounds like an excuse. Replace every 'but' with 'and' — 'We're sorry, AND here's what we're doing about it.'
Turn complaints into loyalty
A customer had a bad experience and I want to turn them into an advocate. Original issue: [what went wrong] How we resolved it: [what we did to fix it] Customer's current sentiment: [still upset / neutral / pleasantly surprised] Customer value: [lifetime value or tier] Relationship length: [how long they've been a customer] Build a service recovery plan: 1. A surprise follow-up gesture 1 week after resolution 2. A personalized check-in message at 30 days 3. An invitation to provide input on preventing similar issues 4. A loyalty program or exclusive offer as a genuine thank-you 5. A referral opportunity that benefits them (not just you) 6. A long-term relationship plan: quarterly touches that show you remember
최적 용도: CHATGPT
ChatGPT creates the most creative service recovery plans with surprise-and-delight ideas. Its follow-up sequences feel thoughtful and personal rather than like automated customer retention workflows.
테스트 완료 Feb 15, 2026
프로 팁
Customers who experience a problem that gets resolved excellently have higher loyalty than customers who never had a problem at all. This is the 'service recovery paradox' — use it intentionally.
실제 테스트 결과를 기반으로 합니다 — 추측이 아닙니다. 테스트 방법론 보기
Gemini
Best for root cause analysis and escalation frameworks. Produces logical, structured systems that support teams can implement immediately. Less effective at writing emotionally sensitive customer responses.
결과 출처: Gemini 2.0 Flash · 테스트 완료 Feb 15, 2026ChatGPT
Best for complaint response libraries and service recovery. Writes natural templates that agents can personalize quickly. Tends to over-apologize — push for specific action language instead.
결과 출처: GPT-4o · 테스트 완료 Feb 15, 2026Claude
Best for de-escalation and genuine apologies. Reads emotional context deeply and writes responses that feel human. Sometimes too cautious with compensation recommendations — push for specific offers.
결과 출처: Claude 3.5 Sonnet · 테스트 완료 Feb 15, 2026Grok
Delivers quick, practical solutions to customer issues without overcomplicating the resolution process. Best for straightforward problem-solving where speed matters more than ceremony. Less effective at writing empathetic, emotionally sensitive responses for upset or frustrated customers.
결과 출처: Grok 2 · 테스트 완료 Feb 15, 2026Resolve the emotion before you resolve the issue. An angry customer can't hear your solution until they feel heard. Spend the first 2-3 sentences purely acknowledging their frustration before pivoting to problem-solving. Jumping to solutions too fast makes them angrier.
Measure first-contact resolution, not ticket volume. A team that closes 100 tickets but reopens 30 is less effective than a team that closes 70 and reopens 5. Track how often customers come back with the same issue — that's your real quality metric.
Document every resolution for future agents. Every solved issue is training data for your team. Build a searchable knowledge base of past resolutions so agents don't reinvent solutions for problems you've already fixed.