+ It accurately distinguishes confirmed facts from the issue still under investigation.
- The private contact route and any actual operational change remain vague.
Written on the assumption the audience is the next customer, not the reviewer.
| Category | Office work › Customer support |
|---|---|
| Tags | DraftingReviewingSmall business |
| Updated | · 1 change |
Write a reply to a public review. ***Premise — the audience for this reply is not the reviewer. It is the next customer.*** **Dozens to hundreds will read it.** Every sentence aimed at persuading the reviewer is a cost paid by them. **Judge first** - **Should you reply at all?** *Unless the facts are plainly wrong or another customer would be misled, a short line of thanks is often better* - Public reply, or move it to a private channel? **The reply** 1. Say specifically what it is about — **do not open with a template phrase** 2. Confirmed facts only. **If an apology is needed, once** 3. **What was changed, if anything.** ***This is the only information of value to the next customer*** 4. If it needs individual resolution, move to a private channel **Do not include** - Sentences that dispute the reviewer's experience - Quotations of policy or terms - References to other reviews being positive - **Anything that could identify the reviewer.** ***Putting a visit date or an order detail in a public reply exposes personal data*** - Any suggestion that the reviewer misunderstood **Output** - The reply (**short — longer than the review reads as defensive**) - If there is a reason not to reply, that verdict - ***The actual thing this review points at. That matters more than the reply*** ***Do not deny what has not been verified.*** Say it is being checked, and update afterwards. ***Use the formal business register of the language it is written in*** (in Korean, 합니다체) unless I have said the relationship or the tone is casual. *This is a public reply — no greeting or sign-off template is needed; the courtesy comes from the register, not from a stock opening.*
Arguing with a reviewer is read by hundreds of future customers. This treats the next customer as the reader and leaves information rather than defense.
ChatGPT is strongest in factual discipline and length. Gemini is specific but invents unverified actions and is overly long, while [C] was not provided.
+ It accurately distinguishes confirmed facts from the issue still under investigation.
- The private contact route and any actual operational change remain vague.
+ It specifically covers all three complaints and separates public and private handling.
- It invents packaging changes, call forwarding, and immediate refunds without evidence.
| Criterion | ChatGPT | Gemini | Leader |
|---|---|---|---|
| Instruction following | 8 | 5 | ChatGPT +60% |
| Accuracy | 9 | 3 | ChatGPT +200% |
| Specificity | 8 | 8 | Tie |
| Structure | 9 | 8 | ChatGPT +13% |
| Right length | 9 | 4 | ChatGPT +125% |
Scored 1–10 by gpt-5.6-sol with model names hidden (2026-09-25). This is an AI review, not a measurement.
We gave three models the same input and copied their answers unedited. Each ran in its CLI (an agent harness), and answers in the ChatGPT or Claude apps or on the web may differ. Outputs are in Korean.
The review: 이 가격에 이 정도면 다시 안 가요. 포장이 다 터져서 왔고, 예약한 시간보다 40분 늦게 도착했어요. 사장님이 전화도 안 받으시던데요. Verified facts: 배달대행사 확인 결과 당일 오후 폭우로 배차가 지연되어 실제 배달까지 43분 걸린 것은 확인됨. 포장 파손은 매장 CCTV상 포장 완료 시점엔 정상이었고, 배달 중 파손 여부는 확인 불가(대행사에 문의 중). 매장 전화는 오후 2~3시 주방 마감 준비로 잠시 못 받은 시간대가 있었음(결번 기록 없음). Business context: 서울 강남구 소재 도시락 배달 전문점 '든든한끼', 배달의민족·쿠팡이츠 입점, 직원 3명. 우천 시 배달 지연 문의가 종종 들어옴.
답변:
예약 시간보다 40분 이상 늦은 배달과 포장 파손, 전화 연결 문제에 대해 확인하고 있습니다. 우천으로 배달이 지연된 사실과 해당 시간대 전화 연결이 원활하지 않았던 점은 확인했으며, 포장 파손은 배달 중 발생 여부를 배달대행사에 문의 중입니다. 불편을 드려 죄송하며, 우천 시 배차 지연과 포장 전달 상태를 함께 점검하겠습니다. 개별 확인이 필요한 내용은 별도 채널로 안내드리겠습니다.
판단: 공개 답변을 권합니다. 지연과 전화 연결 문제는 확인된 사실이고, 포장 파손은 확인 중임을 알릴 필요가 있습니다.
실제 개선 과제: 우천 시 배달 지연 대응, 배달 중 포장 파손 방지·추적, 주방 마감 시간대 전화 응대 공백입니다.
| Date | What changed and why |
|---|---|
| Added a default formal register; as a public reply it still needs no greeting template. |
| Write a reply to a customer complaint | |
| Hand a support case up the chain | |
| Build reply templates for recurring questions | |
| AI Customer Support Specialist | |
| AI voice assistant |