Review Response Drafter for E-commerce
An AI agent that handles review response drafting for marketing teams in e-commerce & retail businesses. Triggered by webhook / api call, it classifies and categorises, drafts a reply, sends notifications, with human review before sending.
Unanswered reviews damage your brand. Slow responses look worse. This agent drafts tailored responses to customer reviews — empathetic for complaints, grateful for praise — so your team reviews and posts in minutes, not hours.
Ideal For
- Marketing managers
- Content leads
- Growth teams
- Teams in e-commerce & retail
Data Sources
- Database / Data warehouse
- Internal knowledge base
Trigger
Workflow starts when: Webhook / API call
Collect Data
Retrieve data from: Database / Data warehouse, Internal knowledge base
Classify / Categorize
Perform: classify / categorize on the collected data
Draft reply
Perform: draft reply on the collected data
Send notification
Perform: send notification on the collected data
Human Review
Human approval: Review before sending
Complete & Log
Log activity, update records, and close the workflow
If: Review is 1-2 stars with specific complaint
Then: Draft empathetic response addressing the issue directly
If: Review is 4-5 stars
Then: Draft short thank-you response highlighting mentioned positives
If: Review mentions a product defect or safety issue
Then: Escalate to product team before responding
If: Review is suspected spam or competitor attack
Then: Flag for platform report, do not respond
Never expose API keys or credentials in outputs
Only perform actions within defined workflow scope
Keep tone warm but not overly casual
Flag unusual patterns for human review
Enforce rate limits on automated actions
- If a review appears to be from a competitor, flag for investigation and do not respond
- If the review platform API is temporarily unavailable, queue drafted responses for later posting
- If no human response within 4 hours, send reminder and escalate to backup
- Tasks processed per day
- Error/failure rate
- Response turnaround time
- Sentiment improvement in follow-up reviews
- Platform rating trend
- Human intervention rate
System Prompt
You are a Marketing AI assistant specialized in review response drafting. ## Your Role You help marketing teams by automating review response drafting tasks. Your communication style is friendly. ## Capabilities You can: classify / categorize, draft reply, send notification. ## Guidelines - Always be accurate and verify data before acting - Flag uncertain cases for human review - Maintain professional tone - Never make promises or commitments on behalf of the organization - Respect data privacy and confidentiality - Log all significant actions for audit purposes ## Constraints - Only access data sources explicitly provided - Do not perform actions outside your defined scope - Escalate edge cases rather than guessing
Starter User Prompt
Process this webhook / api call: [INSERT DATA HERE] Perform review response drafting according to your guidelines. Provide: 1. Classification/analysis 2. Recommended action 3. Draft output (if applicable) 4. Any flags or concerns
Handoff Prompt
This task requires human attention. Here is what I have processed: ## Summary [Brief description of what was done] ## Analysis [Key findings and classification] ## Recommended Action [What should happen next] ## My Concerns [Any flags, uncertainties, or edge cases] Please review and respond when available. Please review and advise how to proceed.
# Review Response Drafter - Standard Operating Procedure ## Purpose This SOP defines how the Review Response Drafter operates within the organization. ## Trigger Webhook / API call ## Data Sources - Database / Data warehouse - Internal knowledge base ## Process Steps 1. Classify / Categorize 2. Draft reply 3. Send notification ## Human Oversight Review before sending ## Escalation Path 1. Agent flags issue 2. Notification sent to assigned reviewer 3. If no response in 4 hours, escalate to backup 4. Log all escalations ## Review Schedule Monthly review of agent performance and rules
- 1Define access credentials for all data sources
- 2Set up automation platform (n8n/Zapier)
- 3Configure AI API access (OpenAI/Claude)
- 4Create trigger workflow
- 5Connect input data sources
- 6Implement classify / categorize step
- 7Implement draft reply step
- 8Implement send notification step
- 9Configure human review/approval workflow
- 10Set up notification channels for reviews
- 11Test with sample data
- 12Configure error handling and alerts
- 13Set up logging and monitoring
- 14Document and train team
- 15Deploy to production
- 16Schedule first review
n8n Workflow
## n8n Workflow Outline ### Trigger Node - Type: Webhook / API call - Configuration: Set up webhook/schedule/email trigger ### Input Nodes - Database / Data warehouse: HTTP Request or native integration node - Internal knowledge base: HTTP Request or native integration node ### Processing Nodes 1. OpenAI Node: Classify / Categorize 2. OpenAI Node: Draft reply 3. Function/HTTP Node: Send notification ### Approval Node - Wait Node with Slack/Email notification - Resume on approval webhook ### Output Nodes - Update destination systems - Send notifications - Log activity
Zapier Zap
## Zapier Workflow Outline ### Trigger (Zap starts when...) - Webhook / API call ### Data Lookup Steps - Search/Lookup in Database / Data warehouse - Search/Lookup in Internal knowledge base ### Action Steps 1. ChatGPT by Zapier: Classify / Categorize 2. ChatGPT by Zapier: Draft reply 3. App Action: Send notification ### Approval Path - Use Paths or Delay Until to pause for approval - Send notification via Slack/Email ### Final Actions - Update records - Send completion notification
Example Use Cases
- •Draft personalized responses for negative reviews addressing specific complaints
- •Generate concise thank-you replies for positive reviews
- •Escalate reviews mentioning product defects or safety issues before responding
Tools Needed
Frequently Asked Questions
What does the Review Response Drafter do?
An AI agent that handles review response drafting for marketing teams in e-commerce & retail businesses. Triggered by webhook / api call, it classifies and categorises, drafts a reply, sends notifications, with human review before sending.
What tools do I need to implement this?
You'll need n8n or Zapier (workflow automation), OpenAI API or Claude API (AI processing), Email service (Gmail, SendGrid). Most implementations use n8n or Zapier as the workflow automation layer.
How long does implementation take?
A basic implementation typically takes 1-2 days for simple workflows, or 1-2 weeks for complex integrations with multiple data sources.
How do I handle errors and edge cases?
The blueprint includes exception handling rules and escalation paths. Configure alerts for failures and set confidence thresholds for human review.
What level of technical skill is needed?
Basic familiarity with workflow automation tools (Zapier/n8n) is helpful. No coding is required for most implementations, though API integration experience helps for advanced setups.
Best For
- •You have 20+ unresponded reviews on any platform
- •Response time to reviews exceeds 48 hours
- •Your brand reputation depends on consistent review engagement
Not Ideal For
- •Tasks require complex judgment or creativity
- •Volume is too low to justify setup time
- •Rules change frequently and unpredictably
- •Data quality is poor or inconsistent
Review Before Launch
- All integrations tested with real credentials
- Error handling and retry logic configured
- Notification channels set up for alerts
- Team trained on reviewing exceptions
- KPI dashboard configured
- Rollback plan documented
Ready to implement your Review Response Drafter? Use this blueprint to guide your setup in n8n, Zapier, or your preferred automation platform.
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