CASE STUDY

AI Order Return Approval Agent

OperationsAI Automation

Return processing time

Before
8–12 min/request (~6.5 hrs/day)
Now
Decisions in under 30 seconds

Return decisions in under 30 seconds

~130–160 hours saved per month

100% policy-aligned decisions

Handled by hand, return requests sit in a queue for hours while customers grow frustrated, and decisions vary from one team member to the next. This build turns returns into a fast, consistent, policy-aligned workflow: verify, decide, log and notify — automatically.

The Problem

Before automation, return requests were handled entirely by humans — staff checked order IDs in spreadsheets, compared return reasons against policy case by case, and approved or rejected based on individual judgment, leaving customers waiting hours or a full day for a response.

Each request took 8–12 minutes end to end. For a business handling 30–50 returns a day, that meant 4–8 hours of daily manual work, inconsistent decisions across team members, and high operational overhead for a repetitive task.

How It Works

Customers submit a return through a simple online form. The order is verified automatically against the store's records, and AI evaluates return eligibility against store policy.

The decision is logged instantly to a Google Sheets audit trail, and the customer is notified by email — all orchestrated by Make.com in the background, with no staff intervention for standard cases. Delays, manual checks and subjective judgment are removed from the loop.

Impact

  • Return decisions in under 30 seconds — days of queue time become minutes
  • ~130–160 hours saved per month — the equivalent of freeing one full-time support resource
  • 100% policy-aligned decisions — consistent enforcement removes subjective, case-by-case judgment and reduces disputes
  • Every decision logged — a complete audit trail, with staff freed for genuinely complex cases

Tools & Technologies

Google FormsGoogle SheetsMake.comOpenAIGmail
Background Pattern

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