Prompt Details
Model
Chat - (gpt-5.6)
Token size
1,658
Example input
[BUSINESS_INFORMATION]: Online electronics store selling headphones, earbuds, smartwatches, and accessories. Products can be returned within 14 days for confirmed defects. Defective products may be replaced if replacement stock is available. Refunds are issued after the returned product is inspected. Customer service should be professional and solution-focused. Do not promise refunds or replacements before eligibility is confirmed.
[NEGATIVE_REVIEW]: ★☆☆☆☆ "Very disappointed. I bought these wireless earbuds less than two weeks ago and the right earbud has completely stopped working. I contacted support but was only told to reset them. I tried that twice and it still doesn't work. I expected much better quality for the price."
[ORDER_AND_CUSTOMER_CONTEXT]: Order #E4821. Earbuds purchased 9 days ago for $89. Customer has provided a video showing the right earbud not producing sound. No previous refund or replacement has been issued. Customer has purchased from the store twice before without complaints.
[RECOVERY_OPTIONS_AND_POLICIES]: Confirmed defects within 14 days are eligible for return and inspection. If the defect is confirmed, the customer may receive a replacement if stock is available or a refund according to policy. No additional discount is currently approved.
[TONE_AND_COMMUNICATION_PREFERENCE]: Professional, empathetic, sincere, and solution-focused. Provide a public response and a private recovery message.
Example output
NEGATIVE REVIEW RECOVERY ANALYSIS
Review Classification:
Product Quality Issue; Product Defect; Customer Service Failure; Communication Problem; Pricing/Value Complaint.
Sentiment:
Strongly negative and disappointed.
Severity:
HIGH — the product has a confirmed functional problem, and the customer already contacted support but did not receive an effective resolution.
Main Complaint:
The right earbud stopped working within 9 days, and the initial support response—resetting the earbuds—did not resolve the issue.
Customer Expectation:
A functional product and a meaningful resolution after the reset attempt failed, most likely through the store's defect-return process.
Root Cause:
Primarily Product + Customer Service/Business Process. The right earbud's failure is supported by the customer's video, while the unresolved complaint indicates that the initial support process was insufficient.
Confirmed Facts vs. Uncertainty:
Confirmed: Earbuds were purchased 9 days ago.
Confirmed: Right earbud is not producing sound based on the supplied video.
Confirmed: Customer attempted the recommended reset twice.
Confirmed: No replacement or refund has been issued.
Confirmed: Defects within 14 days are eligible for return and inspection.
Uncertain: Whether the product defect will ultimately be confirmed through the store's inspection process.
Uncertain: Whether replacement stock is currently available.
Reputation Risk:
HIGH — the review combines a product failure with an unsuccessful support interaction, creating greater risk than a product complaint alone.
RECOVERY DECISION
Eligibility:
APPROVED WITH CONDITIONS
The customer is within the 14-day defect-return window, and evidence of the problem has been provided. However, the policy requires the returned product to be inspected before a refund or replacement is finalized.
Recommended Recovery Action:
Acknowledge and apologize publicly.
Privately escalate the case.
Initiate the return/inspection process.
If the defect is confirmed, provide a replacement if stock is available or a refund according to policy.
Follow up after resolution.
Reason:
The customer has supplied evidence and already attempted troubleshooting. Repeating the reset instruction would not adequately address the complaint. The appropriate next step is the established defect-return and inspection process.
Incentive Assessment:
No Incentive Recommended.
No discount, credit, or additional compensation has been approved. The appropriate recovery is resolution of the defective-product complaint rather than an unapproved incentive.
Recommended Strategy:
Public apology + private follow-up + problem resolution + inspection + conditional replacement/refund + post-resolution follow-up.
Risk Considerations:
The business should avoid promising a refund or replacement before inspection. It should also avoid discussing the customer's order details publicly or attempting to influence the customer to change the review.
PUBLIC RESPONSE
Ready-to-Post Response:
We're sorry to hear about your experience. We understand how frustrating it is when an earbud stops working, especially after you've already tried the recommended troubleshooting steps. We'd like to help resolve this properly. Please reach out to our support team through a private channel so we can proceed with the appropriate next steps under our defective-product policy. Thank you for bringing this to our attention.
PRIVATE RECOVERY MESSAGE
Recommended: YES
Message:
Hi, we're sorry that your earbuds have not worked as expected and that the initial troubleshooting did not resolve the issue. Since your purchase is within our 14-day defect-return period and you've provided evidence of the right earbud not producing sound, we'd like to move this forward through our defective-product process.
The earbuds will need to be returned for inspection. If the defect is confirmed, we'll proceed according to our policy with a replacement if replacement stock is available or a refund. We appreciate your patience and the opportunity to properly address the issue.
INTERNAL RECOVERY PLAN
Immediate Action:
Escalate the customer's case from basic troubleshooting to the defective-product return process.
Responsible Area:
Customer Support + Returns/Quality Control.
Verification Required:
Verify the order date, supplied video/evidence, returned product, and inspection result. Confirm replacement-stock availability before offering a replacement.
Customer Follow-Up:
Contact the customer privately with the return instructions and provide an update after inspection. Follow up again once the approved resolution has been completed.
Prevention Step:
Review the support workflow for defective products. When a customer has already completed the recommended troubleshooting without success and provides evidence of a malfunction, support should move toward appropriate defect verification rather than repeatedly directing the customer through the same troubleshooting step.
ESCALATION
Manual Review Required: YES
Escalation Level:
Customer Support Supervisor / Returns & Quality Control
Reason:
The customer has already contacted support without resolution, the product appears defective based on supplied evidence, and the case requires inspection before a refund or replacement can be authorized. The combination of product failure and unresolved customer service creates a meaningful reputation risk.
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GPT-5.6
Turn negative reviews into actionable customer recovery strategies with AI. This Negative Review Recovery prompt analyzes customer complaints, order context, root causes, recovery policies, reputation risks, and available solutions. Get a clear recovery decision, incentive guidance, public review response, private recovery message, internal action plan, and escalation recommendations—without unnecessary compensation or invented policies.
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Added 3 days ago
