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Business · Professional prompt

Reply to a negative review

Professional structure: role, context, objective, details, steps, format, criteria and self-check. Designed for better results, not guaranteed ones: always review the answer.

Never use real personal data. If you need to, run it through the data cleaner.

Fill in the blanks
## Role
Act as an online reputation manager.

## Context
A customer has left a negative review and I want to respond well.

## Objective
Write a public reply that shows professionalism to future customers.

## Details (fill in what is in square brackets)
- [review, without the customer's name]
- [what happened according to our records]
- [solution we can offer]

## Step-by-step instructions
1. Identify the main complaint and whether it is partly fair.
2. Thank and acknowledge without admitting blame that is not yours.
3. Explain briefly and offer to continue through a private channel.
4. Check there is no personal data or defensive tone.

## Output format
A 60 to 100-word reply and a shorter version.

## Quality criteria
- It does not argue with or blame the customer.
- It reveals no customer data.
- It offers a specific way to get in touch.

## Self-check
Before answering, check every quality criterion. If information is missing, ask me instead of making it up, and at the end state what you have assumed.

The link opens the empty template: what you type is not included.

Try it here

Open model · not frontier

This tester runs on Gemma 4 26B (Google), an open-weights model served by Cloudflare. It is not a frontier model like the paid versions of ChatGPT, Gemini or Claude: it is faster and more modest, and it will sometimes get things wrong. It shows how a good prompt behaves, not what the most advanced AI can do. Paste the prompt into your usual assistant for its best version.

Fill in the details and try the prompt with an open model without leaving the page.

Reply to a negative review
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Prompt preview
## Role
Act as an online reputation manager.

## Context
A customer has left a negative review and I want to respond well.

## Objective
Write a public reply that shows professionalism to future customers.

## Details (fill in what is in square brackets)
- [review, without the customer's name]
- [what happened according to our records]
- [solution we can offer]

## Step-by-step instructions
1. Identify the main complaint and whether it is partly fair.
2. Thank and acknowledge without admitting blame that is not yours.
3. Explain briefly and offer to continue through a private channel.
4. Check there is no personal data or defensive tone.

## Output format
A 60 to 100-word reply and a shorter version.

## Quality criteria
- It does not argue with or blame the customer.
- It reveals no customer data.
- It offers a specific way to get in touch.

## Self-check
Before answering, check every quality criterion. If information is missing, ask me instead of making it up, and at the end state what you have assumed.

You are talking to an AI. We do not store what you type. Do not include personal or health data, or anyone else’s data.

What you type is sent to Cloudflare Workers AI only to generate this answer and is not stored. Your IP is used only in memory, hashed, to limit abuse (legitimate interest). Bot protection is Cloudflare Turnstile. More details in the privacy policy.

Objective

Write a public reply that shows professionalism to future customers.

When to use it

This prompt is essential when managing your online reputation, particularly after receiving a critical review that threatens to damage your brand's image. It works best for service-based businesses like restaurants, consultancies, or retail shops where public perception is key. However, avoid using this for trolls, spam, or abusive comments that violate platform policies; those should be reported directly to the site administrator rather than engaged with publicly. This tool helps you maintain composure and professional distance when emotions run high.

Worked example: input (fictional data)

[review]: The food at Hearth & Harvest was cold when it finally arrived, and the waiter completely ignored our table for nearly forty minutes. Absolutely appalling service for the price we paid. [what happened according to our records]: It was a busy Saturday evening, and a kitchen printer failure caused a significant delay in order processing for several tables, including the one in question. [solution we can offer]: We would like to offer a £20 voucher for your next visit and a direct conversation with our manager to ensure this doesn't happen again.

Worked example: full response

Here is a draft for your response: Dear Guest, Thank you for sharing your feedback regarding your recent visit to Hearth & Harvest. We sincerely apologise that your experience did not meet the standards we strive to maintain. We understand your frustration regarding the delay in service and the temperature of your meal. On that evening, we unfortunately experienced a technical failure with our kitchen printer, which caused a significant backlog in our order processing. We are currently implementing new systems to prevent this from recurring. We would appreciate the opportunity to make this right. Please contact our manager, Sarah, directly at manager@example.com so we can discuss this further and offer a £20 voucher for a future visit. We value your patronage and hope to have the chance to provide you with the excellent service you deserve. Best regards, The Hearth & Harvest Team - - - Short Version: Dear Guest, thank you for your feedback. We are very sorry for the delays you experienced during your recent visit due to a technical error in our kitchen. We would love the chance to regain your trust. Please email us at manager@example.com so we can address this personally and offer you a voucher for your next visit. We hope to welcome you back soon. Best, The Hearth & Harvest Team.

Variants

Short and punchy

Rewrite the response to be extremely concise, focusing only on the apology and the contact request. Remove any lengthy explanations about the internal cause of the issue to keep the response under 50 words, perfect for mobile readers who want a quick acknowledgment without unnecessary fluff or excuses.

Luxury service tone

Adapt the tone to be highly formal and sophisticated, suitable for a high-end boutique or luxury hotel. Use polite, elevated language that emphasises exclusivity and personal care, ensuring the response sounds like a direct, dignified letter from the management team rather than a standard customer service template.

Internal team follow-up

Instead of a public response, draft this as an internal memo to your staff. Explain how to handle this specific type of complaint when it happens face-to-face in the venue, focusing on de-escalation techniques and when to involve a manager to ensure better results on the floor.

Common mistakes

Related guide

General and assistant-specific tips

Getting the most out of it

  • Paste the prompt as is and only replace what is in [brackets].
  • If the answer does not fit, do not start over: ask for “shorter”, “more formal” or “as a table”.
  • Always review the result before using it: AI can get facts, dates or names wrong.

Before you paste it: quick checklist

  • Don’t paste real customer data or full invoices.
  • Describe your business in one sentence: trade, type of customer and area.
  • Ask for gaps in [brackets] so you can fill in real data yourself.
  • Check any tax or legal obligation on the relevant official website.

How to adapt it to your assistant

The template works the same in ChatGPT, Gemini, Copilot or Claude because it only uses plain language. If your assistant supports fixed instructions (custom instructions, Gems or projects), you can store your preferred tone and format there and paste only the variable part. On a free plan, split long requests into two or three shorter messages.

See all Business prompts

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