COMMERCE DATA INTO USEFUL ACTION

Shopify AI & Support Automation

Connect Shopify products, orders and customers to support, retention and operations workflows while keeping refunds and customer-facing actions controlled.

Discuss this workflow
01

Fit

  • Order-status support
  • Returns triage
  • Product and inventory questions
02

Architecture

  • Shopify webhook
  • Order and policy context
  • Classification
  • Approved response or task
  • Commerce log
03

Permissions & ownership

  • Custom app with minimum scopes
  • Separate read and write operations
  • Human approval for refunds
04

Limitations

  • Webhook ordering and retries
  • Protected customer data requirements
  • Theme changes are outside workflow scope
05

Supported events / actions

  • Order created
  • Fulfilment updated
  • Refund requested
  • Customer message received
06

Deliverables

  • Webhook map
  • Support workflow
  • Policy guardrails
  • Operations dashboard