Skip to content
QDNALearn AI
FR

The four levels

The four levels of the course, Beginner, Intermediate, Advanced and Expert: what you can do at each step, the success criterion and the associated badge.

In brief. Each level describes what you will achieve upon completing its lessons. It assesses three core operational skills: framing your request, verifying the response before use, and steering prompt workflows across your team.

A level is validated when, for each of its lessons, the quiz is passed and the proof of mastery is submitted. A badge is then issued. You choose the order of lessons within a level freely.

Level 1

Beginner

“I say clearly what I want”

Beginner badge
Level 1 Beginner screenshot: first structured prompt with clear goal, role, context, and format across Copilot, Gemini, and ChatGPT.
Illustration generated by AI
What the level contains
6 lessons · 90 min of reading in total
What you can do
State a goal in one sentence with a precise action verb. Say for whom and for what. Specify the expected format and length. Paste or attach the text to process instead of describing it. Proofread the answer before using it.
Success criterion
Out of ten prompts in the portfolio, at least eight contain the four ingredients, and at least seven produce a usable output after at most one follow-up.
  1. Step-by-step screenshot of Microsoft 365 Copilot interface: (1) activating secure Work mode, (2) entering prompt with internal grounding, (3) structured response with cited sources.Lesson 1 · Beginner · 15 min

    Copilot Chat: what is included in your Microsoft 365

    What Microsoft 365 Copilot Chat includes without a paid licence: web chat, attached files, images, Pages, agents, and what it cannot see of your organisation.FrameCheck
    To do
  2. Step-by-step screenshot of Microsoft 365 Copilot: (1) prompt framing, (2) streaming probabilistic token prediction, (3) contextual grounding verification.Lesson 2 · Beginner · 15 min

    How a generative AI answers, and why it can be wrong

    What a generative AI does when it answers: it predicts plausible words rather than looking up facts. Where errors come from and how to limit them.Check
    To do
  3. Step-by-step screenshot of Copilot Chat: (1) prompt framing with ROCC pillars, (2) document attachment, (3) calibrated variance summary table.Lesson 3 · Beginner · 15 min

    Writing a good prompt: the four ingredients

    The four ingredients of a good Copilot prompt: goal, context, expectations, source. Before and after on a real case, guided exercise, quiz and proof of mastery.Frame
    To do
  4. Step-by-step screenshot of Copilot: (1) business prompt starter, (2) tone-constrained prompt, (3) direct export to Outlook button.Lesson 4 · Beginner · 15 min

    Your first useful conversation: summarise, rephrase, translate

    Summarise, rephrase, translate a text you provide: the three safe tasks in Copilot Chat, with the follow-up that improves the answer without starting over.Steer
    To do
  5. Step-by-step screenshot of Copilot: (1) key metric audit query, (2) citation badge popover, (3) validation against original source excerpt.Lesson 5 · Beginner · 15 min

    Checking an answer: sources, figures, dates

    Three checks before using a Copilot Chat answer: open the cited sources, cross-check every figure, date every piece of information.Check
    To do
  6. Step-by-step screenshot of Copilot: (1) commercial data protection check, (2) masked input prompt, (3) GDPR compliant anonymized review.Lesson 6 · Beginner · 15 min

    Before you paste a text: personal and confidential data

    What Copilot Chat does with your prompts: no training, but logging and audit. One rule to decide what to paste, and how to anonymise.Check
    To do

Level 2

Intermediate

“I give the model what it needs to do well”

Intermediate badge
Level 2 Intermediate screenshot: attached document ingestion (PDF, Excel spreadsheet), grounded web search with verified sources, and business rules.
Illustration generated by AI
What the level contains
7 lessons · 115 min of reading in total
What you can do
Attach the right files and say what to do with them. Provide one or two examples of the expected result. State positive constraints and "if... then" rules. Put the source at the end of the prompt. Iterate by changing one thing at a time. Tell the model what to do when information is missing.
Success criterion
On the same case, two versions of the prompt are produced and the difference in output is documented; at least three techniques of the level are visible in the final version; the example format is respected on three tries.
  1. Step-by-step screenshot of Copilot: (1) assessing verbose initial answer, (2) surgical iteration prompt, (3) crisp 3-bullet condensed delivery.Lesson 7 · Intermediate · 15 min

    Iterating: the first answer is a draft

    Iterating a prompt in Copilot Chat: the first answer is a draft. Precise follow-up, critique of the answer, before and after example, exercise and quiz.Steer
    To do
  2. Step-by-step screenshot of Copilot: (1) contract file attached via paperclip, (2) targeted legal query, (3) extracted penalty clauses with page 9 citation.Lesson 8 · Intermediate · 15 min

    Attaching a Word, PDF or Excel file and asking the right questions

    Attach a Word, PDF or Excel file to Copilot Chat and ask the right questions: accepted formats, limits, prompt before and after, exercise and quiz.Frame
    To do
  3. Step-by-step screenshot of Copilot: (1) selecting Web tab, (2) 2026 tax regulation inquiry, (3) response grounded in official government sources.Lesson 9 · Intermediate · 15 min

    Web on or off: when Copilot should search

    Switching web search on or off in Copilot Chat: when the web helps, when it hurts, how to demand verifiable dates and URLs. Example, exercise and quiz.Check
    To do
  4. Step-by-step screenshot of Copilot: (1) ISO auditor persona setup, (2) few-shot reference pairs, (3) standardized non-conformity output card.Lesson 10 · Intermediate · 15 min

    Giving examples and a role to set the style

    Give Copilot Chat examples and a role to set the style: what a role changes, what it does not, prompt before and after, exercise and quiz.Frame
    To do
  5. Step-by-step screenshot of Copilot: (1) clicking regenerate answer, (2) comparing technical vs financial drafts, (3) picking the strongest ROI angle.Lesson 11 · Intermediate · 15 min

    Comparing two answers with a grid

    Compare two Copilot Chat answers with a four-criteria grid: accuracy, relevance, format, sources. Method, example, exercise and quiz.Check
    To do
  6. Step-by-step screenshot of Copilot: (1) spotting ungrounded metric, (2) challenging model for exact source line, (3) audited correction with page citation.Lesson 12 · Intermediate · 20 min

    Hallucination hunt: an exercise on a doctored output

    Hallucination hunt: a doctored Copilot output with four planted errors to spot, their correction, the verification method, exercise and quiz.Check
    To do
  7. Step-by-step screenshot of Microsoft Teams Copilot: (1) opening Copilot panel in meeting, (2) extracting decisions and tasks, (3) assigned owners and deadline matrix.Lesson 13 · Intermediate · 20 min

    Writing meeting minutes from the Teams transcript

    Transcribe a Teams meeting, download the .docx transcript, attach it to Copilot Chat and get checkable minutes, an action table and a follow-up email.Frame
    To do

Level 3

Advanced

“I make it reason and I make it verify”

Advanced badge
Level 3 Advanced screenshot: step-by-step reasoning, Python sandbox execution, and structured response evaluation rubric.
Illustration generated by AI
What the level contains
6 lessons · 115 min of reading in total
What you can do
Break a complex task into steps or chained prompts. Ask for verbatim quotations before analysis. Require a "what I did not find" section. Analyse a data file with an explicit calculation plan. Write a review grid and apply it. Produce an iterated deliverable in Pages.
Success criterion
On a case of three documents, the synthesis links every statement to a verifiable quotation; a peer checks five statements at random and finds none false; the "not found" section is present and accurate.
  1. Step-by-step screenshot of Copilot: (1) raw extraction step 1, (2) table structuring step 2, (3) final executive email deliverable step 3.Lesson 14 · Advanced · 20 min

    Breaking a task down into three chained prompts

    Break a complex task down into three chained prompts in Copilot Chat: plan, production, review, with human validation between each step.Steer
    To do
  2. Step-by-step screenshot of Microsoft Excel Copilot: (1) formatted table data, (2) margin calculation query, (3) formula preview and one-click insert button.Lesson 15 · Advanced · 20 min

    Analysing an Excel table with the built-in Python interpreter

    Analyse an attached Excel table in Copilot Chat with the built-in Python interpreter: prepared file, closed question, stated method, cross-checked result.Frame
    To do
  3. Step-by-step screenshot of Copilot Pages: (1) edit in pages toggle, (2) split layout with chat and live document, (3) real-time multiplayer co-editing.Lesson 16 · Advanced · 20 min

    Pages and Notebooks: keeping and sharing your work

    Copilot Pages and Notebooks in Copilot Chat: keep a piece of work, gather the sources of a recurring task, share with your team, and know the limits.Steer
    To do
  4. Step-by-step screenshot of Copilot Designer: (1) isometric visual prompt, (2) 4-variation thumbnail grid, (3) high-res download selection.Lesson 17 · Advanced · 15 min

    Generating a presentation visual: rights and labels

    Generate a presentation visual with Copilot Chat: a five-part image prompt, an unpublished quota, no real people, and the mandatory AI label.Check
    To do
  5. Step-by-step screenshot of Copilot: (1) browsing team prompt library, (2) variable injection, (3) compliant execution of audit report.Lesson 18 · Advanced · 20 min

    Building your team's prompt library

    Build your team's prompt library: one card per prompt with variables, a sample output, known limits and an owner, stored in a shared Page.Frame
    To do
  6. Step-by-step screenshot of Copilot: (1) applying evaluation rubric, (2) criteria-by-criteria scoring, (3) formal validation verdict.Lesson 19 · Advanced · 20 min

    Writing an evaluation grid and having Copilot apply it

    Write an evaluation grid of observable criteria, have Copilot Chat apply it in a separate conversation, then correct and measure the gap.Check
    To do

Level 4

Expert

“I design prompts that others reuse”

Expert badge
Level 4 Expert screenshot: autonomous agent architecture, OpenAPI schemas, test suites, and sovereign QDNA servers.
Illustration generated by AI
What the level contains
6 lessons · 120 min of reading in total
What you can do
Maintain a library of versioned prompts. Write meta-prompts. Build a simple agent with instructions, sources and examples. Run an A/B test on a small set of cases. Document the risks and train peers. Know when not to use an AI.
Success criterion
A prompt or an agent is adopted by at least two colleagues; the associated test set scores at least 8 out of 10; the library sheet has a version, a date, a use case, a sample output, known limits and an owner.
  1. Step-by-step screenshot of Copilot: (1) draft prompt submission, (2) diagnosis of 3 prompt weaknesses, (3) ready-to-run optimized prompt.Lesson 20 · Expert · 20 min

    Asking Copilot to improve your prompt

    The meta-prompt: have Copilot Chat rewrite your prompt block by block, with a reason for every change, then decide what you keep.Steer
    To do
  2. Step-by-step screenshot of Copilot Studio: (1) authoring system instructions, (2) connecting SharePoint library, (3) testing in integrated simulator.Lesson 21 · Expert · 20 min

    Creating a simple agent with the agent builder

    Create a declarative agent in Copilot Chat with the agent builder: role, scope, refusals, format and examples, free as long as it does not read SharePoint.Frame
    To do
  3. Step-by-step screenshot of Copilot: (1) test suite setup with edge cases, (2) automated test run, (3) 100% robustness score report.Lesson 22 · Expert · 20 min

    Evaluating a prompt on a set of ten cases

    Measure a prompt instead of feeling it: ten cases with an expected answer, three runs, one rule changed at a time, and a compared score.Check
    To do
  4. Step-by-step screenshot of Copilot: (1) detecting leading prompt, (2) injecting devil's advocate prompt clause, (3) objective critical risk diagnosis.Lesson 23 · Expert · 20 min

    Sycophancy, prompt injection, drift: the failure modes

    Three failure modes to counter in Copilot Chat: the sycophancy that agrees with you, the injection hidden in a file, the drift of long conversations.Check
    To do
  5. Step-by-step screenshot of Microsoft Teams Copilot: (1) practical timed workshop challenge, (2) live supervision, (3) mastery badge certification.Lesson 24 · Expert · 20 min

    Training your colleagues: a one-hour workshop ready to run

    A one-hour workshop on Copilot Chat, ready to run: cold attempt, demonstration, exercise in pairs, teaching a colleague, proof to take away.Steer
    To do
  6. Step-by-step screenshot of AI governance: (1) Three Circles classification matrix, (2) regulatory compliance audit, (3) sovereign routing to dedicated QDNA on-premise servers.Lesson 25 · Expert · 20 min

    Writing your team's AI usage policy

    A ten-article template for a Copilot Chat usage policy: data, sources, proofreading, transparency, and the training required by Article 4 of the AI Act.Frame
    To do