Before you automate anything, you need a clear map of where GenAI actually fits in an operations function. Most teams fail not because the models are weak, but because they point AI at the wrong layer. This lesson gives you a simple, durable mental model you will reuse for the rest of the course.

The four layers of an Ops AI stack

Think of your operation as four stacked layers, from the most governed at the bottom to the most flexible at the top:

  • System of record — your ERP (SAP, Oracle, Odoo, Microsoft Dynamics) and WMS. This is the source of truth. GenAI reads here; it should rarely write directly.
  • System of intelligence — forecasting, inventory optimisation, supplier scoring. This is where models add the most measurable value.
  • System of engagement — the co-pilot layer: Claude, ChatGPT Enterprise, Microsoft Copilot, Gemini, where planners ask questions in Arabic or English.
  • System of orchestration — n8n, Power Automate, or Make, where multi-step workflows run with guardrails.

How to build your own map (step by step)

  1. List every operational process you own: demand planning, replenishment, procurement (الشراء), maintenance (الصيانة), logistics.
  2. For each, note the system of record it lives in and who the human decision-maker is.
  3. Rate each process for data readiness (is the data digital and exportable?) and decision frequency (daily, weekly, monthly).
  4. Your first AI wins are high-frequency, high-readiness, low-risk processes — usually demand and inventory.

Use this prompt with Claude or ChatGPT to pressure-test your map:

You are an operations transformation advisor for a MENA manufacturer.
Here is my process list with data-readiness and decision-frequency
scores: [paste table].
Rank these processes for a first GenAI deployment. For each, state:
the layer it belongs to (record / intelligence / engagement /
orchestration), the realistic first use case, the main risk, and
why it should or should not be in wave one. Be concrete and skeptical.

Why “without replacing your ERP” matters

Your ERP cost millions and encodes years of business rules. The goal of this course is never to rip it out. GenAI wraps around it — reading exports, drafting decisions, and writing back only through controlled, reviewed steps. This keeps finance, audit, and IT comfortable, which is what gets your project approved.

Try it

Open a spreadsheet and list your five most important operational processes. For each, fill four columns: system of record, decision-maker, data-readiness (1-5), decision-frequency (daily/weekly/monthly). Paste it into the prompt above and save the ranked output — this becomes the backbone of your capstone roadmap.

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