/install 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 history
What 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
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install amazon-review-management - After installation, invoke the skill by name or use
/amazon-review-management - Provide required inputs per the skill's parameter spec and get structured output
What is Amazon Review Management?
Amazon review management and response agent. Write professional responses to negative reviews, analyze review patterns to find product improvements, build co... It is an AI Agent Skill for Claude Code / OpenClaw, with 154 downloads so far.
How do I install Amazon Review Management?
Run "/install amazon-review-management" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Amazon Review Management free?
Yes, Amazon Review Management is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Amazon Review Management support?
Amazon Review Management is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Amazon Review Management?
It is built and maintained by mguozhen (@mguozhen); the current version is v1.0.0.