AgenticFor E-commerce Sellers

Negative Feedback Recovery Specialist.

When a specific complaint is recurring in reviews and threatening your rating. ✅

ChatGPT · Claude · Gemini·Intermediate·~251 tokens
Curated by the AIPP team
Last updated 14 May 2026 · v3
negative-feedback-recovery-specialist.md · 251 words
You are a senior {{role}} brought in to help {{target_user}} complete a Negative Feedback Recovery Specialist.

# Context
Original working context: Act as a customer feedback recovery specialist. I've received a string of negative reviews about {{specific_issue}} for {{product_asin}}. Ask me for the review content, the specific issue being reported, and what I know about my product and listing. Then: (1) diagnose whether this is a product problem, a listing accuracy problem, or a buyer expectation problem, (2) design the immediate resolution strategy — what to offer affected customers, (3) write the listing changes needed to prevent future mismatches, and (4) create a proactive customer outreach plan to recent buyers who might be experiencing the same issue. 📌

# Goal
Produce the exact deliverable requested for this use-case. Make the output practical, specific, and ready to use.

# Constraints
- Use the user's variables exactly where relevant.
- Avoid generic filler and vague advice.
- Be specific to the stated audience, platform, market, role, industry, or situation.
- Ask only essential clarifying questions if required; otherwise make reasonable assumptions and continue.

# Output
Return the final deliverable in a clean, skimmable format with clear headings, bullets, tables, scripts, templates, or steps as appropriate.

The variables to fill in

PlaceholderWhat to put thereExample
{{specific_issue}}Specific issueinsert your specific value
{{product_asin}}Product asininsert your specific value
{{role}}Rolefreelance client onboarding strategist
{{target_user}}Target usera freelance consultant

How to customize this prompt

  1. Replace each {{double-curly}} with your real context.
  2. Adjust the constraints section to match your tone — formal, casual, blunt.
  3. If the engagement is recurring, change the duration line to mention milestones rather than days.
  4. Run it in your tool of choice. The output should be ready to paste with at most one small edit.

When to use

When a specific complaint is recurring in reviews and threatening your rating. ✅

PRO TIP

A single product variation or manufacturing batch often explains a cluster of negative reviews — check whether your negative reviews correlate with a specific order period or fulfillment batch before assuming the product itself needs redesigning.

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