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Copilot Prompt-a-thon Masterclass — Trainer Guide

Interactive workshop covering the art of prompting, the GCSE framework, iterating & expanding prompts, conversational prompting, agents, expanded best practices, Copilot interface overview, and live demos.

⚠️ Disclaimer
All prompts, scenarios, examples, and referenced entities are fictional and provided only for training and demonstration purposes. Do not use this material for decision-making, reporting, or external distribution.
📝 Session Details
Duration: ~90 minutes
Format: Presentation · Live demos · Hands-on exercises · Q&A
Level: 200-Level Intermediate
Classification: Trainer Version — For Trainer Use Only, Not for Distribution to Participants
⏲
Overview

Session Timing Breakdown

Timing Session Plan ▼
Section Duration
The Art of Prompting 10 min
Prompt Ingredients – GCSE 10 min
Iterating & Expanding Your Prompts 10 min
Conversational Prompting 10 min
What Are Agents? & Writing Instructions 10 min
Prompting Best Practices (Expanded) 15 min
Copilot Interface 10 min
Demo 10 min
Q&A 5 min
TOTAL ~90 minutes
🎨
Section 1 — 10 min

The Art of Prompting

Talking Points What Is a Prompt? ▼

Prompts are how you ask Copilot to do something for you — like creating, summarizing, editing, or transforming content. Think about prompting like having a conversation. Use plain but clear language and provide context, just as you would with a human assistant.

📝 Trainer Tip
Open with: “How many of you have already used Copilot this week?” Use the response to gauge the room’s experience level and adjust depth.
Talking Points 1. Tell Copilot What You Need ▼

The first step is simply telling Copilot what you need. Here are six common use cases to illustrate the breadth of what Copilot can do:

Use Case Example Prompt
Learn about projects & concepts “What is [Project X] and who are the key stakeholders working on it?”
Edit text “Check this product launch rationale for inconsistencies.”
Transform documents “Transform this FAQ doc into a 10-slide onboarding guide.”
Summarize information “Write a session abstract of this [presentation].”
Create engaging content “Create a value proposition for [Product X].”
Catch up on missed items “Provide a summary of the updates and action items on [Project X].”
Exercise Discussion: How Can Copilot Help You? ▼
📝 Facilitator Instructions
Pause the presentation and ask the room:
“How can Copilot help you with your work?”

Give attendees 2–3 minutes to share ideas. Capture responses on the whiteboard or in chat. Use their answers to bridge into the GCSE framework.
Exercise Discussion: How Can We Improve These Prompts? ▼
📝 Facilitator Instructions
Show a few vague or weak prompts on screen and ask the room:
“How can we improve these prompts to make them more effective?”

Let participants suggest improvements before revealing the GCSE framework in the next section. This builds motivation for the framework.
🎓
Section 2 — 10 min

Prompt Ingredients – GCSE

Framework 2. Include the Right Prompt Ingredients ▼

To get the best response, focus on four key elements when phrasing your prompts. The GCSE framework:

Giraffes Can See Everything — Goal, Context, Source, and Expectations

Here is a mnemonic to help you remember the four elements.

Element What It Means Question to Ask
Goal What response do you want from Copilot? “What do I need?”
Context Why do you need it and who is involved? “What’s the background?”
Source Which information sources or samples should Copilot use? “What data should it reference?”
Expectations How should Copilot respond to best meet your expectations? “What format, length, or tone?”
Example GCSE Building Blocks – Progressive Example ▼

Watch how each GCSE element improves the prompt:

Elements Used Prompt
G only Generate 3–5 bullet points
G + C Generate 3–5 bullet points to prepare me for a meeting with Client X to discuss their “Phase 3+” brand campaign.
G + C + S Generate 3–5 bullet points to prepare me for a meeting with Client X to discuss their “Phase 3+” brand campaign. Focus on Email and Teams chats since June.
G + C + S + E Generate 3–5 bullet points to prepare me for a meeting with Client X to discuss their “Phase 3+” brand campaign. Focus on Email and Teams chats since June. Please use simple language so I can get up to speed quickly.
📝 Trainer Tip
Walk through each row one at a time. Let the audience see how the addition of each element transforms a vague request into a precise, actionable prompt.
Exercise GCSE in Practice – Job Description ▼

Try the following two prompts using Copilot in Word (or Copilot Chat) and compare the responses you get:

Prompt 1 – Goal Only
Write a job description for a senior project manager
Prompt 2 – Full GCSE
Generate a comprehensive job description for a senior project manager focused on technical project management for consumer electronic hardware. This role is urgent, and the candidate will join a dynamic team. Reference our company’s standard specs and industry norms. The description should be concise, max two pages, including responsibilities, qualifications.
GCSE Element Prompt 2 Mapping
Goal Generate a comprehensive job description for a senior project manager
Context Focused on technical project management for consumer electronic hardware; urgent role, dynamic team
Source Reference our company’s standard specs and industry norms
Expectations Concise, max two pages, including responsibilities and qualifications
📝 Facilitator Instructions
Have participants run both prompts and share what differences they notice. Key takeaway: specificity drives dramatically better results.
🔄
Section 3 — 10 min

Iterating & Expanding Your Prompts

Example Good → Better → Best ▼

Scenario: You are an HR Manager who needs to prep for an upcoming candidate interview for a new AI Engineer position within the IT department.

Good
Help me prepare for an upcoming candidate interview for a new AI Engineer role in our IT department by creating a list of questions
Better
I’m an HR Manager who needs to prepare for a candidate interview for our new AI Engineer role in IT. Please prepare a list of appropriate questions for the candidate, so that I look prepared during the interview
Best
I’m an HR Manager who needs to prepare for a candidate interview for our new AI Engineer role in IT. Please review the candidate’s resume here: /[resume file] and the position detail here: /[position doc] and provide me a comprehensive list of questions that I can use to determine the candidate’s fit against the position
Level GCSE Elements Present
Good Goal only
Better Goal + Context + Expectations
Best Goal + Context + Source + Expectations
📝 Trainer Tip
Walk through each version and label the GCSE elements. Emphasize that “Best” adds Source — the game-changer that grounds Copilot in real data.
Talking Points 3. Expand the Purpose of the Prompt ▼

Consider how to make your prompts more impactful by thinking about how Copilot fits into your entire workflow, not just a single task.

Question to Ask Yourself What It Means
Why am I using this prompt? Understand the context for this task
What will I do with the output? Will I send it to someone? Transform it? Feed it into another step?
Can I extend Copilot’s remit? Can I ask Copilot to do a bigger task to automate more work?
Example Extending the Prompt’s Purpose – Meeting Follow-Up ▼

We’re all familiar with creating a list of actions from Teams meetings — but why are you doing it? If it’s to send to someone else, why not get Copilot to write the email too? It saves time and improves the quality of your meeting follow-up.

Prompt 1 – Single Task
Recap the /Contoso and Fabrikam Sustainability meeting creating a table for action items, owners and due dates.
Prompt 2 – Extended Purpose
Write a follow up email to the attendees of the /Contoso and Fabrikam Sustainability meeting with a table showing decisions made, another showing actions and owners and lastly a list of considerations for the next meeting
GCSE Element Prompt 2 Mapping
Goal Write a follow-up email
Context To the attendees of the meeting
Source /Contoso and Fabrikam Sustainability meeting
Expectations Table of decisions, table of actions & owners, list of considerations
📝 Trainer Tip
Emphasize the mindset shift: “Don’t just ask Copilot for the intermediate step. Ask it for the end product you actually need.”
💬
Section 4 — 10 min

Conversational Prompting

Talking Points 4. Keep the Conversation Going ▼

Following up on your prompts helps you collaborate with Copilot to gain more useful, tailored responses. You don’t need to get it perfect on the first try — iterate.

Use Case How to Keep the Conversation Going
Generating content ideas Lead with broader requests, then give specific details about the content
Enabling insightful meetings Request a meeting recap, then ask for more information about what you should know
Storytelling assistance Ask Copilot to write a story, then guide it with more specific, relevant details
Gaining insights Ask for a summary of a specific file, then ask relevant questions for deeper insights
Translating languages Ask Copilot to translate a sentence, then ask for more context or a regional dialect
Solving technical problems Present a technical problem, then narrow it down or ask for step-by-step guidance
Exercise Practice – Conversational Refinement ▼

Let’s refine the output with a conversational approach.

Starting Prompt
Write an overview of how M365 Copilot can help improve productivity in enterprises. Generate 3 bullet points.
📝 Facilitator Instructions
  1. Have participants run the starting prompt
  2. Ask: “What would you change about this output?”
  3. Have them refine using follow-up prompts, e.g.:
    • “Make these more specific to finance teams”
    • “Add a real-world example for each bullet”
    • “Rewrite in a more executive-friendly tone”
  4. Debrief: how did conversational refinement improve the output?
GCSE Element Mapping
Goal Write an overview
Context How M365 Copilot can help improve productivity in enterprises
Expectations Generate 3 bullet points
🤖
Section 5 — 5 min

What Are Agents?

Talking Points Copilot vs. Agents ▼

While every employee has a Copilot to transform individual productivity, every business process can be transformed by agents.

Copilot Agents
Personal AI assistant for every employee Purpose-built AI that automates business processes
Responds to your prompts in real time Follows defined instructions, knowledge, and actions
General-purpose across M365 apps Tailored to a specific role, task, or workflow
📝 Trainer Tip
Bridge from the prompting content: “Everything we’ve learned about writing great prompts applies directly to writing agent instructions. The GCSE framework is the foundation for configuring agents.”
Talking Points Components of an Agent ▼

Instructions define the agent and tailor its experience to business requirements and expected outcomes. Not every skill can be fully described in instructions; some will require you to configure knowledge sources and actions.

Component What It Does
Purpose What this agent is and its goals
Guidelines General directions, tone, rules and restrictions
Skills Granular tasks with step-by-step workflow, handled by the LLM
🔧
Section 6 — 5 min

Writing Agent Instructions

Example Corporate Q&A Agent – Instruction Breakdown ▼

To get the best user experience, provide as many details as needed to minimize the user’s effort in prompting your agent. Here is an example using the same three components:

Component Example Instruction
Purpose You are Corporate Q&A agent that helps to share corporate knowledge.
Guidelines You answer user’s questions using only Contoso knowledge base and public documentation. Say “I do not know” if there are no relevant results.
Be nice and polite.
Acronym CE means Contoso Electronics.
Skills You should answer the questions in the following format:
Question: inferred user question in bold
Answer: results rephrased to be more relevant for user query
📝 Trainer Tip
Notice how Guidelines define restrictions, tone, and glossary, while Skills formalize the answer format. This maps directly to GCSE: Purpose = Goal, Guidelines = Context + Expectations, Skills = Source + Expectations.
💡
Section 7 — 15 min

Prompting Best Practices

Best Practices 7 Prompting Best Practices – Overview ▼
# Best Practice
1 Prompt length and clarity matters — be specific but concise
2 Break down complex problems into multiple steps
3 Use persona-based prompting for tailored guidance
4 Ask Copilot what it needs from you
5 Take a holistic approach — think entire processes
6 Be curious — experiment with different approaches
7 Test and refine — iterate based on results
Deep Dive 1. Prompt Length and Clarity Matters ▼

If it’s too short, you will get generic results. If it’s too long, AI might not follow all your instructions.

📝 Trainer Tip
The average prompt is between 7–9 words. Aim for 25–30 words for good results. Instead of vague requests, provide specific tasks or outcomes.
Deep Dive 2. Break Down a Problem into Multiple Steps ▼

Don’t cram too many questions or requests into one prompt. A step-by-step approach offers clarity, structured thinking, manageability, and depth.

Approach Example
Single-Step “Write a comprehensive report on the impact of digital transformation in commercial banking, including key trends, statistics, and case studies.”
Step 1 “Generate an outline for a report on the impact of digital transformation in commercial banking.”
Step 2 “Expand the section on key trends in digital transformation within the commercial banking sector.”
Step 3 “Provide statistics and case studies for each key trend.”
📝 Trainer Tip
Benefits of the step-by-step approach: Clarity & Focus (each step targets one aspect), Manageability (less overwhelming), Flexibility (adjust at each stage), and Depth (richer content per section).
Deep Dive 3. Persona-Based Prompting ▼

This approach offers specialized guidance, providing solutions tailored to each persona’s unique characteristics. It results in more satisfying interactions, with responses aligned to users’ expectations and needs.

📝 Trainer Tip
For example, asking Copilot to “act as a financial advisor” will provide insights that align with financial expertise. Note that responses from Copilot are non-deterministic — using the exact same prompt multiple times can result in different responses.
Deep Dive 4. Ask Copilot What It Needs from You ▼

Instead of guessing, ask Copilot what information you need to provide for success.

Example Prompt
Copilot, what specific details or context do you need from me to create an effective strategy for improving customer satisfaction in our banking services?
Deep Dive 5. Take a Holistic Approach with Copilot ▼

Don’t limit Copilot to specific tasks. Consider entire processes like Risk Management, Stakeholder Communication, or improving the overall customer experience. Break them into individual tasks to see where Copilot can transform the whole process for greater impact.

📝 Trainer Tip
Example: improving the overall customer experience at a company. Break it down: Customer Onboarding (draft personalized welcome emails), Risk Management (analyze data and generate reports), Customer Feedback (summarize feedback from various channels), Marketing Campaigns (create targeted strategies), Stakeholder Communication (draft clear updates).
Deep Dive 6. Be Curious ▼

Experiment! Explore different prompt structures and approaches. Curiosity fuels creativity and helps you discover Copilot’s capabilities.

📝 Trainer Tip
Encourage participants to ask follow-up questions and request different variations of responses. Copilot can generate multiple drafts, styles, or approaches — keep exploring until you find exactly what you need.
Deep Dive 7. Test and Refine ▼

Like any collaboration, iterate. Adjust prompts based on results. Test variations, observe outcomes, and fine-tune your approach.

📝 Trainer Tip
Don’t expect perfection on the first try. Small tweaks — adding more context or adjusting the tone — can make a big difference. Think of it as a feedback loop: the more you interact with Copilot, the better you’ll understand how to get the most from it.
💻
Section 8 — 10 min

Copilot Interface

Talking Points M365 Copilot (Premium) ▼

The premium Copilot experience includes in-app integration across Word, Excel, PowerPoint, and Outlook, plus advanced features like Researcher, Analyst, and Copilot Cowork for multi-step tasks.

Feature What It Does
In-App Copilot Embedded AI assistance inside Word, Excel, PowerPoint, Outlook
Microsoft Graph Access Full access to emails, meetings, files, and chats for context-rich responses
Advanced Agents Researcher, Analyst, and Copilot Cowork for multi-step tasks
Model Choice Priority access, faster response times, and choice of AI model
📝 Facilitator Instructions
Show the M365 Copilot interface on screen. Navigate through the key areas and point out what’s available with a premium license vs. free.
Talking Points Copilot Chat (Basic) ▼

Copilot Chat (Basic) is available to everyone with a Microsoft 365 subscription — no additional license required.

Access Point Details
Teams Copilot icon in the left sidebar — available in desktop and web
m365copilot.com Select Copilot from the left navigation or app launcher
m365copilot.com Full Copilot Chat experience — sign in with your work account

Best for: general drafting, research, web-grounded questions, file analysis via upload, and cross-app tasks.

📝 Facilitator Instructions
Show the Copilot Chat interface. Walk through accessing it via Teams and via the browser. Point out the prompt bar, attachment icon, and web search toggle.
🎬
Section 9 — 10 min

Demo

Demo Live Prompting Demonstration ▼
📝 Facilitator Instructions
This is a live demo segment. Choose 2–3 of the prompts from earlier sections and run them live in Copilot Chat with the audience watching.

Suggested demo flow:
  1. Start with a weak prompt (Goal only) and show the result
  2. Rebuild the same prompt using full GCSE and show the dramatically improved result
  3. Use conversational follow-ups to refine the output further
  4. Show the extended purpose pattern — turn a meeting recap into a follow-up email

Recommended prompts for the demo:

Demo 1 – Weak Prompt
Write a job description for a senior project manager
Demo 2 – Full GCSE
Generate a comprehensive job description for a senior project manager focused on technical project management for consumer electronic hardware. This role is urgent, and the candidate will join a dynamic team. Reference our company’s standard specs and industry norms. The description should be concise, max two pages, including responsibilities, qualifications.
Demo 3 – Conversational Follow-Up
Now shorten this to a single page and add a section on company culture and benefits.
Demo 4 – Extended Purpose
Write a follow up email to the attendees of the /Contoso and Fabrikam Sustainability meeting with a table showing decisions made, another showing actions and owners and lastly a list of considerations for the next meeting
📝 Trainer Tip
Narrate as you go. Point out the GCSE elements as you type. After each response, ask the audience: “What could we improve?” to keep engagement high.
❓
Section 10 — 5 min

Q&A

Talking Points Wrap-Up & Questions ▼

Key Takeaways:

  • Use GCSE — Goal, Context, Source, Expectations — every time you write a prompt
  • Iterate — your first prompt is a starting point, not the final answer
  • Keep it conversational — follow up, refine, and build on responses
  • Think bigger — extend the prompt’s purpose to automate entire workflows
  • Experiment — the best way to learn is to try different approaches
📝 Facilitator Instructions
Open the floor for questions. If the room is quiet, use these conversation starters:
  • “What was your biggest takeaway today?”
  • “What’s the first thing you’re going to try with Copilot tomorrow?”
  • “What task do you think would save you the most time?”