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AI prompts by IT role:
the copy-paste library

toolkit · IT professions · 8 min · interactive article ✦

The same AI tool delivers very different value depending on how you brief it. Here are ready-to-use prompts, organized by IT role — filter yours, copy, replace the [brackets]. They work with ChatGPT, Copilot, Claude or Gemini: it's the structure that counts, not the tool.

CIO & IT leadership

framing note

You are an experienced CIO. Context: [stake, sector, constraint]. Write a one-page framing note to launch an AI initiative: problem, measurable objectives, scope, risks (data, compliance, adoption), and 3 milestones. Board tone, factual.

build/buy trade-off

Compare build, buy and adapt for this need: [need]. Three-column table: total cost (incl. run), lead time, vendor dependency, compliance/sovereignty, internal effort. End with your reasoned recommendation.

Project manager

communication plan

You are an IT project manager. From this project context: [context], write a communication plan: stakeholders, key message per audience, channel, frequency. Table format. Flag adoption risks.

risk register

From this project description: [description], generate a risk register: risk, probability, impact, criticality, mitigation action, owner. Prioritize by criticality.

Product Owner

INVEST user story

You are a senior PO. Business need: [need]. Write 3 INVEST user stories with acceptance criteria in Gherkin (Given / When / Then) and list the assumptions to validate.

Business Analyst

business rules

You are a Business Analyst. From this need expressed by the business: [need], extract the numbered business rules, the edge cases, and the questions to clarify. Mark ambiguous areas "⚠ to validate".

AS-IS / TO-BE process

Describe the current process (AS-IS) and the target process (TO-BE) for: [process]. List steps, actors, removed friction points and expected gains. Comparative format.

Data

framing a data case

You are a data analyst. For this business question: [question], propose the analysis: required data, indicators, method, possible biases, and the most readable visualization for a non-technical decision-maker.

IT architect

ADR — architecture decision

Write an Architecture Decision Record for this choice: [decision]. Sections: context, options considered, decision, consequences (positive and negative), and security/cost impacts.

Dev & DevOps

guided code review

Review this code and flag: potential bugs, security issues, readability, and missing tests. For each point: severity, the snippet involved, proposed fix. Code: [paste].

incident post-mortem

From these logs and this timeline: [inputs], write a blameless post-mortem: summary, impact, root cause, what went well/badly, and 3 corrective actions with owners.

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The full prompt kit by role as a PDF

Every prompt from this article, one role per page, with the reminder of the "role · context · task · format" structure. Ready to share with your team. Leave your email to receive it, or download directly.

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The structure that makes any prompt work

Frequently asked questions

How do you write a good AI prompt?
Give the AI a role, the context of your situation, a precise and bounded task, and the expected output format. This structure separates generic prompts from those that produce a usable result.
Do these prompts work with ChatGPT and Copilot?
Yes. The structure of a good prompt is tool-independent: ChatGPT, Microsoft Copilot, Claude, Gemini. Adapt the context to your situation, the rest works everywhere.
Can you use these prompts with company data?
Only through a solution under a confidentiality contract (enterprise offering), never a consumer tool. Anonymize sensitive data when in doubt.
From copied prompt to a reflex that sticks.

In IAPLC, you no longer copy prompts: you learn to build them on YOUR cases, role by role, through 30 levels generated for your job.

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