AI & AutomationAmazon reselling operation · 2026

Operations platform for a $20M/year Amazon business

A single platform that runs a $20M/year Amazon reselling operation: AI reads every order email from 15+ retailers, tracks each dollar from purchase to payout, catches revenue leaks, and runs the buying team's whole pipeline.

Orders come in

Retailer emails

15+ stores · orders, shipping, refunds

Claude AI parsing

emails become live order records

Every dollar tracked

Order ledger

retailer → prep warehouse → Amazon payout

Leaks caught

Leak flags

short shipments · missing refunds · stalls

Reimbursement claims

filed, not written off

The team runs in the same place

Deal-finders

submit leads

Checkers

approve

Buyers

claim & purchase

Alerts

when a human is needed

System map — how the pieces connect

The problem

The client scaled from $11M to $20M a year buying discounted products from retail sites and reselling them on Amazon. Growth came with a hidden cost: with thousands of orders flowing through email inboxes, spreadsheets, and a remote team of buyers, roughly 1.5% of revenue — about $300K a year — was quietly leaking away.

Missed refunds, cancelled-but-charged orders, lost shipments, and unclaimed Amazon reimbursements don't announce themselves. At this volume, nobody can watch every order by hand — so the losses were simply being written off.

What we built

We built one platform that runs the entire operation. Order confirmations, shipping updates, cancellations, and refunds from more than fifteen retailers are picked up from email automatically and turned into live order records by AI — no manual data entry.

Every order is then followed from the retailer, through the prep warehouse, into Amazon, so each dollar is tracked from purchase to payout. The system flags short shipments, missing refunds, and stalled orders the moment they happen, and helps the team file reimbursement claims instead of eating the loss.

The same platform runs the team: deal-finders submit leads, checkers approve them, buyers claim and purchase them — one pipeline with performance tracking for every role, and instant alerts when something needs a human.

Owners & managers

  • Follow every order from retailer to prep warehouse to Amazon payout
  • See leaks flagged the moment they happen — short shipments, missing refunds, stalled orders
  • File reimbursement claims instead of writing losses off
  • Track performance for every role on the team

The buying team

  • Deal-finders submit leads into one pipeline
  • Checkers review and approve them
  • Buyers claim and purchase approved deals
  • Everyone gets instant alerts when something needs a human

Built with

Next.jsSupabase (PostgreSQL)Claude AIVercelRailwayAmazon SP-API

What changed

  • One system replaced inboxes and spreadsheets
  • Leaks are caught as they happen instead of written off
  • Managers see exactly what every team member is doing
  • New features ship from team feedback — often the same day it's given

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