- name
- amazon-review-management
- description
- Amazon review management and response agent. Write professional responses to negative reviews, analyze review patterns to find product improvements, build compliant review generation strategies, and manage Vine enrollment. Triggers: review management, negative review, respond to review, amazon reviews, review response, bad review, star rating, review strategy, vine program, review generation, seller feedback, product review, amazon vine, review analysis, 1 star review, review reply
- allowed-tools
- Bash
- metadata
- openclaw
- homepage
- https://github.com/mguozhen/amazon-review-management
Amazon Review Management Agent
Handle negative reviews professionally, spot product improvement signals in review data, and build a compliant review strategy that grows your star rating over time.
Commands
review respond [paste review] # write professional response to a review
review analyze [paste reviews] # find patterns and product insights
review strategy # build review generation plan
review vine # Vine enrollment guide
review request [market] # compliant review request strategy
review report [competitor ASIN] # analyze competitor review weaknesses
review crisis [situation] # crisis response for review bombing
review save [product] # save review profile and historyWhat Data to Provide
- Negative review text -- paste the review to respond to
- Your product details -- so responses are accurate
- Review history -- overall star rating, total count
- Specific complaint patterns -- recurring issues
- Competitor ASIN -- for competitive review analysis
Negative Review Response Framework
Response Principles
- Respond within 24 hours -- speed signals you care
- Never argue -- even when customer is wrong
- Acknowledge, don't defend -- validate their experience first
- Take it offline -- move resolution to private channel
- Keep it short -- 3-4 sentences max in public response
Response Template Structure
[Acknowledge their experience]
[Brief, non-defensive explanation if relevant]
[Offer specific resolution]
[Invite them to contact you directly]Response Templates by Review Type
Product didn't meet expectations:
"Thank you for your honest feedback. We're sorry our product didn't meet your expectations -- that's not the experience we want for our customers. Please reach out to us and we'll make it right, whether that's a replacement, refund, or troubleshooting assistance. We appreciate you giving us the chance to improve."
Shipping/packaging complaint:
"We sincerely apologize for the condition your order arrived in. Damage during shipping is rare but unacceptable, and we take full responsibility. Please contact us directly and we'll send a replacement immediately at no charge. Thank you for letting us know."
Size/fit issue:
"Thank you for this feedback. We're sorry the sizing didn't work for you -- we know how frustrating that is. We've noted your feedback for our size guide improvements. Please message us and we're happy to exchange for the right size or issue a full refund."
Competitor-placed fake negative review:
"We appreciate all feedback. If you have specific concerns about your order, please contact our customer service team directly -- we'd love the opportunity to resolve this for you."
Wrong product expectations:
"Thank you for your review. We're sorry our listing didn't clearly set the right expectations -- your feedback helps us improve. Please reach out to us directly if you'd like a refund or if there's anything we can do to help."
Review Pattern Analysis Framework
When analyzing a set of reviews, categorize complaints:
| Category | Examples | Action |
|---|---|---|
| Product defect | "Broke after 2 weeks", "stopped working" | Contact supplier, quality check |
| Listing mismatch | "Smaller than expected", "not as described" | Update listing, improve images |
| Shipping damage | "Arrived broken", "crushed box" | Improve packaging |
| Missing pieces | "Part was missing" | Review packing process |
| Usage confusion | "Didn't know how to..." | Add instructions, video |
| Wrong expectations | "Too basic for my needs" | Clarify target customer in listing |
Signal thresholds:
- Same complaint appearing 3+ times = systematic issue, fix the root cause
- 1-star spike in 2-week window = possible review manipulation or batch defect
Compliant Review Generation Strategy
What Amazon Allows
- OK: Request a review via "Request a Review" button in Seller Central (neutral, Amazon-worded)
- OK: Packaging inserts with neutral language ("We'd love to hear your feedback")
- OK: Follow-up emails via Buyer-Seller Messaging (neutral only)
- OK: Amazon Vine program (pay per unit enrolled)
- OK: Early Reviewer Program (some markets, legacy)
What Amazon Prohibits
- NOT OK: Incentivized reviews ("Leave a review for 10% off")
- NOT OK: Asking specifically for positive reviews
- NOT OK: Family/friend reviews
- NOT OK: Review swapping with other sellers
- NOT OK: Threatening consequences for negative reviews
- NOT OK: Manipulative inserts ("Only contact us before leaving negative feedback")
Compliant Insert Card Copy
Thank you for your purchase!
We're a small team that puts everything into making our products.
If you love it, we'd be grateful if you shared your experience --
your review helps other customers make the right choice.
If anything's not right, please email us first --
we'll make it right, guaranteed.Vine Program Guide
What it is: Amazon sends free units to vetted reviewers ("Voices") who leave honest reviews.
Cost: $200 per parent ASIN enrolled (US, 2024) Units: 1-30 units enrolled Timeline: Reviews appear within 4-8 weeks Best for: New products with fewer than 30 reviews
Eligibility:
- Brand Registry enrolled
- Fewer than 30 reviews
- FBA listing (not FBM)
- New or relaunched products
When NOT to use Vine:
- Product has known quality issues (Vine reviewers are thorough)
- Category where product needs more social proof first
- If you can't afford 30 free units + $200 fee
Star Rating Recovery Plan
If your rating drops below 4.0:
- Diagnose: Find the root complaint (use Pattern Analysis)
- Fix the product/listing (don't just respond to reviews)
- Enroll in Vine to get fresh honest reviews
- Activate Request-a-Review for all eligible orders
- Monitor weekly: Track new review velocity vs. old negative reviews
Timeline: Rating typically recovers in 60-90 days with consistent action.
Output Format
- Review Response Draft -- professional, on-brand, ready to post
- Pattern Analysis -- top 3 complaint categories with action items
- Review Strategy Plan -- timeline and tactics for rating improvement
- Vine ROI Estimate -- cost vs. projected review count
- Compliance Check -- flag any current practices that risk policy violation