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samirsaci/README.md
Samir Saci – Supply Chain x AI

Samir Saci

Supply chain engineer and data scientist Β· Founder of LogiGreen Β· Supply Science on YouTube

I build AI-powered solutions that help companies optimise their operations, cut their environmental footprint, and unlock profitability.

LinkedIn Twitter Blog YouTube Hugging Face


Start here


What I do

I design and deploy AI, Data & Analytics solutions at the intersection of supply chain operations and sustainability. My work spans from hands-on Python tutorials to production-grade agentic workflows.

100+ Python tutorials Β· GitHub stars Β· GitHub followers


Apps & Products

Product Description
Supply Science App Test your skills in AI & Analytics for Supply Chain
Supply Chain Optimization Apps Supply Chain Analytics super-app for operational transformation
AI Apps for Logistics Operations AI-powered lightweight apps to support logistics and manufacturing operations
Notion Templates Notion templates with guided learning path for supply chain & business optimisation with articles, videos, and quizzes
OpenClaw Skills equip your personal assistant with skills to interract with n8n automations and extract data from multiple services
Network In Paris a platform to discover interesting events (AI, Tech, Business, Culture, Climate and Crypto) in Paris

Featured Projects

πŸ€– AI Agents for Supply Chain

Agentic workflows using FastAPI, LangGraph, LangChain & MCP Servers to solve real operational problems.

⚑ Workflow Automation with n8n

No-code/low-code supply chain automation templates you can deploy today.


I've shared my insights about

Agentic Workflow x Analytics Products with FastAPI x (LangGraph, LangChain and MCP Servers)

  • AI Was The Easy Part: What is a Forward Deployed Engineer for Supply Chain?: Video
  • How ElevenLabs Voice AI Is Replacing Screens in Warehouse and Manufacturing Operations: Article
  • Can AI Solve Failures in your Supply Chain?: Article / Tutorial
  • How I Use AI to Convince Companies that They Can Be More Sustainable: Tutorial / Article
  • AI Agent to Monitor your n8n Workflow (MCP Server, Claude AI): Repository / Tutorial
  • MCP Server for Web Scraping and SEO Analysis: Repository / Tutorial
  • How to Connect an MCP Server for an AI-Powered, Supply-Chain Network Optimisation Agent: Article / Video Tutorial
  • How to Build an AI Budget-Planning Optimiser for Your 2026 CAPEX Review (LangGraph, FastAPI, and n8n): Article
  • Leveraging LLMs with LangChain for Supply Chain Analytics β€” A Control Tower Powered by GPT: Article
  • Create GPTs to Automate Supply Chain Analytics: Article / Tutorial

πŸ“Š Business Planning

  • How Spreadsheets Quietly Cost Supply Chains Millions: Article
  • Are you Aware of the Potential of Your Data Expertise in Driving Business Profitability?: Article
  • Business Planning with Python β€” Revenue Optimisation: Article
  • Business Planning with Python β€” Inventory and Cash Flow Management: Article / Tutorial
  • Maximize your Business Profitability with Python: Article / Repository / Tutorial

Complete Supply Chain Analytics Tutorials

🌱 Sustainability & Circular Economy

  • AI Agent for Sustainable Supply-Chain Network Optimisation using MCP Server with Claude AI: Article / Tutorial
  • Sustainable Business Strategy with Data Analytics: Article
  • Simulate the Challenges of a Circular Economy for Fashion Retail: Article
  • How Will Data Science Accelerate the Circular Economy?: Article
  • What are the Sustainable Development Goals? (SDGs): Article
  • What is ESG Reporting?: Article
  • What Greenwashing Is, and How We Can Use Analytics to Detect It: Article
  • Create a Sustainable Supply Chain Optimization Web App: Article / Tutorial
  • Leveraging Data Analytics for Sustainable Business Transformation: Article
  • How Sustainable is Your Circular Economy?: Article
  • Green Inventory Management β€” Case Study: Article
  • What is Sustainable Sourcing?: Article
  • What is a Life Cycle Assessment? LCA: Article
  • What is a Circular Economy?: Article
  • Data Analytics for Supply Chain Sustainability: Article
  • Sustainable Logistics β€” Reduce Warehouse Consumables: Article / Tutorial
  • Supply Chain Sustainability Reporting with Python: Article / Repository / Tutorial

⚑ Workflow Automation using AI & Analytics with n8n

  • AI Agents for Supply Chain Optimisation with n8n β€” Production Planning: Tutorial / Article
  • How to use n8n for Supply Chain Workflow Automation?: Tutorial / AI Agent Tutorial
  • From Python to JavaScript β€” A Playbook for Data Analytics in n8n with Code Node Examples: Article
  • AI-Powered Supply Chain Control Tower with BigQuery and GPT-4o: Tutorial + Template
  • Electronic Data Interchange (EDI) Message Parsing with Gmail and Google Sheet: Tutorial + Template
  • Generate Anki Flash Cards for Language Learning with Google Translate and GPT-4o: Tutorial + Template
  • AI-Powered Language Teacher with Telegram, Google Sheet and GPT-4o: Tutorial + Template
  • Automate Delivery Confirmation with Telegram Bot, Google Drive and Gmail: Tutorial + Template

🏭 Supply Chain Optimisation

Logistics Network Performance Management

  • What is Business Intelligence?: Article
  • Lead Times Variability and Supply Chain Resilience: Article / Tutorial
  • Logistic Performance Management Using Data Analytics: Article / Tutorial

πŸ“ˆ Forecasting & Inventory Management

  • Machine Learning for Retail Sales Forecasting β€” Features Engineering: Article / Repository
  • Machine Learning for Retail Demand Forecasting: Article
  • Machine Learning for Store Delivery Scheduling: Article
  • Inventory Management for Retail β€” Periodic Review Policy: Article / Repository
  • Inventory Management for Retail β€” Stochastic Demand: Article / Repository
  • Inventory Management for Retail β€” Deterministic Demand: Article / Repository
  • Product Segmentation for Retail with Python: Article / Repository

πŸ§ͺ Lean Six Sigma & Continuous Improvement

πŸ“¦ Warehousing Operations Optimisation

  • Scheduling of Luxury Goods Final Assembly Lines with Python: Article / Tutorial
  • Deep Reinforcement Learning for AGV Routing: Article
  • Reduce Warehouse Space with the Pareto Principle using Python: Article / Repository / Tutorial
  • Optimize Workforce Planning using Linear Programming with Python: Article / Repository / Tutorial
  • Design Pathfinding Algorithm using Google AI to Improve Warehouse Productivity: Article
  • Improve Warehouse Productivity using Spatial Clustering with Python Scipy: Article
  • Improve Warehouse Productivity using Order Batching with Python: Article

🚚 Transportation Operations Optimisation

βš™οΈ Automation & Productivity

πŸ€– Supply Chain Transactional Processes Automation (RPA)

πŸ“‰ Interactive Visualisation

  • Deploy Logistics Operational Dashboards using DataPane: Article / Repository
  • Build Interactive Charts using Flask and D3.js: Article / Repository
  • Build an Interactive Matrix Chart of Les Miserables Characters using Flask and D3.js: Repository
  • Violin Plot using Flask + D3.js: Demo / Repository
  • Hexagons Map using D3.js: Demo
  • Cosmetics Product Sales Sankey Chart using D3.js: Demo

Data & Business

  • What Is Data Quality?: Article
  • What is Business Intelligence?: Article

Top Open-Source Repositories

Repository Description Stars
picking-route Warehouse order batching optimisation ⭐ 133
supply-chain-optimization Network optimisation with Python ⭐ 109
ml-forecast-features-eng ML features engineering for retail forecasting ⭐ 69
supply-chain-sustainability Sustainability reporting toolkit ⭐ 58
automate-powerpoint Automate slide creation with Python ⭐ 40
monte-carlo Supply chain risk simulation ⭐ 37

Support my work

If you find my projects useful, consider buying me a coffee.

Buy Me A Coffee

Pinned Loading

  1. telegram_transport telegram_transport Public

    Design a Telegram Bot that will interact with truck drivers to track your shipments and provide real-time visibility of your transportation performance using Python Flask

    Python 28 16

  2. ml-forecast-features-eng ml-forecast-features-eng Public

    Machine Learning for Retail Sales Forecasting β€” Features Engineering

    Jupyter Notebook 74 36

  3. picking-route picking-route Public

    Improve Warehouse Productivity using Order Batching

    Python 151 40

  4. segmentation segmentation Public

    Streamlit Application for ABC Analysis & Product Segmentation

    Python 24 6

  5. supply-chain-sustainability supply-chain-sustainability Public

    Build Supply Chain Sustainability Reporting with Python

    Jupyter Notebook 66 18

  6. product-segmentation product-segmentation Public

    Product Segmentation for Retail with Python

    Jupyter Notebook 14 9