replenishment

Retail AI benchmark for choosing the economically right LLM by workflow

Open-source FBO replenishment planning toolkit for marketplace sellers.

Free Business Central extension: recommends the Reordering Policy per item from its demand pattern (ADI/CV2). Now part of the free Inventory Planning app.

AI-powered retail inventory intelligence platform that forecasts product demand, identifies stockout and overstock risks, optimizes replenishment decisions, and simulates inventory cost and service-level trade-offs.

Proposes min/max replenishment rules, writes them back to stock.warehouse.orderpoint.

Plans the day's transfers on a six-tier priority ladder under transfer capacity, and reads inbound ETAs so it does not move stock that is about to arrive.

结合销量、库存、交期和季节性，设计可解释的预测与补货决策。

Caso simulado de supply chain en Valencia: análisis y previsión de demanda, planificación de inventario y reposición bajo incertidumbre. Proyecto desarrollado en Python para apoyar decisiones logísticas y evaluar distintos escenarios operativos.

Simulation-based evaluation and monitoring framework for ML-driven retail replenishment decisions - Software Engineering Graduation Project

Improve inventory management by adjusting ordering thresholds thanks to trusted data and insights.

Hierarchical retail demand forecasting and replenishment in Go: per-series model tournament (seasonal naive, Holt-Winters, ridge promo uplift, pluggable external models), explicit promo and cold-start handling, OLS/WLS reconciliation, P10/P50/P90 bands and explained order-up-to orders.

Supply and Inventory management software application

◫ Preact inventory planner with demand analysis, safety stock, shortage forecasts, suppliers, and purchase orders.

Decision-support toolkit for replenishment, built on traditional ML models.

跨境电商海外仓智能补货与实时仿真原型：预测、补货、分仓、策略对打与数字孪生沙盘。

LLM-in-the-loop shelf replenishment POC: deterministic rules handle ~90% of restock decisions, a local LLM reasons over the ambiguous rest. Kafka, Postgres, FastAPI, Streamlit, Docker.

Lubricant distributors tie up months of cash in stock: DDMRP buffers vs min-max over 800 SKUs, judged at matched fill rate

S&OP replenishment decisions computed from inventory policy - every number in the explanation traceable to the arithmetic, nothing self-approves

Warehouse management system dashboard: stock value and utilisation, ageing and ABC classes, replenishment cover, storage cost, an in-browser CBM calculator and inbound commitments. Static React and TypeScript, seeded synthetic data, 2,493 reconciliation checks. Live demo included.

承接 Legacy ERP Headless Bridge，將客戶與銷售資料轉成補貨、分群、交叉推薦與預測表單的架構 Showcase。