Grade Back

SmallAI in first build
Ecommerce · Returns and warehouse teams

Grade returned items by photo to decide restock, discount, or write-off fast.

Coding Ideas

Built in this build

  • Return intake and condition
  • Photo-based grading
  • Restock or write-off decision
  • Condition tiers and rules
  • Action permissions
  • Suggests condition tier from item photo
  • Create stock move from decision
  • Return reason and recovered value summary

Vision (needs external services)

  • Return portal records
  • Camera-based return grading

The build delivers the entire scope above as one coherent application. Items in the vision column require real external services (payments, messaging, integrations) and are not part of this version.

Customer features

  • Return intake and condition
  • Photo-based grading
  • Restock or write-off decision

Admin modules

  • Condition tiers and rules
  • Action permissions

AI capabilities

  • Suggests condition tier from item photo

Automations

  • Create stock move from decision

Analytics & reports

  • Return reason and recovered value summary

Integrations

  • Return portal records

Mobile

  • Camera-based return grading

Roles & permissions

  • Returns
  • Warehouse

Ecommerce

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