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M7 WMS Warehouse Management for Wine Fulfillment

The complete operational spine for wine fulfillment: receiving, allocation, pick/pack, shipping, compliance, and AI-assisted operations.

M7 WMS – Warehouse Management for Wine Fulfillment case study
M7 Wine Solutions · Website
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Client

M7 Wine Solutions

Product Overview

M7 WMS is a warehouse management platform built specifically for M7 Wine Solutions' wine fulfillment operations, replacing legacy fulfillment infrastructure with a single system built for the way wine 3PLs actually move inventory. It's designed for warehouse operators, allocation planners, and fulfillment teams who need every unit tracked from the moment it's received to the moment it leaves on a truck, without juggling separate tools for compliance, shipping, and billing.

The platform's core mechanism runs the full operational spine end to end: inventory receiving feeds into FCFS/FEFO allocation strategies tuned to wine's turnover profile, which drives pick batching and packing, multi-carrier shipping, and a native ShipCompliant integration that keeps every shipment aligned with alcohol compliance rules. Invoice reconciliation is built directly into the workflow rather than bolted on afterward, and an AI-assisted operational layer gives warehouse staff a way to get answers to day-to-day questions without leaving the system giving wine fulfillment teams a single source of truth for warehouse operations end to end.

Tech stack
  • Python
  • FastAPI
  • PostgreSQL
  • Supabase
  • SQLAlchemy
  • RAG
  • Claude AI
  • ShipCompliant API
  • Next.js
  • Vercel
  • Claude Code
  • Multi-Agent Orchestration
  • Swagger/OpenAPI
  • Railway

What we built

  • Inventory receiving workflows that log every incoming case against a wine-specific SKU structure.

  • FCFS/FEFO allocation engine built for wine turnover, so older or first-in stock is allocated ahead of newer inventory.

  • Pick batching and packing flows that route warehouse staff through optimized, prioritized tasks.

  • Multi-carrier shipping integration covering label generation, rate selection, and tracking.

  • Native ShipCompliant integration keeping every shipment aligned with alcohol compliance rules.

  • Invoice reconciliation built directly into the fulfillment workflow instead of a separate back-office step.

  • RAG-powered AI assistant that answers day-to-day operational questions using the warehouse's own data.

The impact

  • Replaced legacy fulfillment infrastructure with one system covering receiving through shipment.

  • Reduced compliance risk on wine shipments by embedding ShipCompliant checks directly into the shipping flow.

  • Cut the manual work of reconciling invoices against fulfillment activity by keeping it inside the same workflow.

  • Gave warehouse staff a faster way to resolve operational questions through the built-in AI assistant instead of escalating.

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