Retail returns + exchange processing
Validate return eligibility, generate label, suggest exchanges over refunds, surface fraud patterns.
smb
retail
support
general
Monthly Active Users
5,000
default for smb
Calls per User / Month
2.4
Token Shape (in/out)
800 / 300
Setup Complexity
medium
~20 hours
Suggested capabilities
inference
retrieval
agentic
evaluation
Integration
Complexity
medium
Setup hours
20 hrs
Glue cost / month
$35
Common systems
Shopify
Loop Returns
Returnly
Gorgias
Production hints
PII intensity
medium
Default review rate
10%