# Review Request Workflow

Industry: Ecommerce
Difficulty: Beginner
Estimated setup time: 1-3 hours with order completion rules
Conservative time saved estimate: May save 1-2 hours per week on manual follow-up

Use this as a starting brief for an AI agent workflow. Review outputs before sending to customers or updating business records.

## Problem it solves
Review requests can be missed, poorly timed, or sent to customers with unresolved issues.

## Desired outcome
Eligible customers receive useful review prompts while exceptions are held back.

## Best for
Stores collecting product reviews and post-purchase feedback.

## What it automates
Eligibility checks, review request drafts, product context, and exception flags.

## Tools needed
- Commerce platform
- Review platform
- Email marketing
- AI assistant

## Recommended real-world tools
- Yotpo: https://www.yotpo.com/
  - Best use case: Product review requests and post-purchase customer engagement.
  - Pricing note: Check official pricing before purchase.
  - Disclosure: Direct official link. No affiliate or sponsored relationship.
  - Last checked: 2026-06-21
- Klaviyo: https://www.klaviyo.com/
  - Best use case: Abandoned cart recovery, review requests, and lifecycle follow-up.
  - Pricing note: Check official pricing before purchase.
  - Disclosure: Direct official link. No affiliate or sponsored relationship.
  - Last checked: 2026-06-21
- Shopify: https://www.shopify.com/
  - Best use case: Order tracking, product data, customer support context, and store workflows.
  - Pricing note: Check official pricing before purchase.
  - Disclosure: Direct official link. No affiliate or sponsored relationship.
  - Last checked: 2026-06-21
- WooCommerce: https://woocommerce.com/
  - Best use case: Product descriptions, order data workflows, support context, and store operations.
  - Pricing note: Check official pricing before purchase.
  - Disclosure: Direct official link. No affiliate or sponsored relationship.
  - Last checked: 2026-06-21

## Setup steps
1. Define when a customer is eligible for a review request.
2. Exclude refunds, complaints, undelivered orders, and opt-outs.
3. Use product-specific wording without incentives unless approved.
4. Track negative responses and support issues.

## Example prompt
Draft a post-purchase review request for this product. Keep it short, do not pressure the customer, and exclude any incentive language unless provided.

## Human approval rules
- Review customer-facing messages before sending during the pilot.
- Escalate complaints, legal issues, financial commitments, safety issues, and uncertain answers.
- Do not allow the agent to invent facts, pricing, availability, or policy wording.
- Keep a log of reviewed outputs and corrections.

## Test plan
- Sample size: Start with 10-25 real examples before expanding.
- Success metric: Time saved after review, response quality, correction rate, and customer impact.
- Review questions: Was the source data accurate? Did the agent stay within policy? Did a person approve the right cases?
- Rollback plan: Pause automation, disconnect tool access, and return to manual processing if outputs are unreliable.

## Related pages
- https://nexusdirective.com/ai-agents-for-ecommerce/
- https://nexusdirective.com/blog/ai-agent-readiness-checklist/

## Disclosure
Tool links are official website links and are not affiliate or sponsored links unless marked otherwise. Check official pricing and vendor terms before purchase.