Faculty Workshop · 2026

From Prompt
to LMS

Streamlining course design with Microsoft Copilot — and knowing when to close the tab. Six real workflows, a prompting framework, and every guardrail you need.

Start Here 🧭 The Co-Pilot Model
Framework 🔑 FOCUS Prompting
Essential Reading 🛡️ Three Guardrails
Test Yourself 📝 Knowledge Check
🎬
The Life of an LLM — A Short Film by Heather Schneiter · Watch before we begin

Quick Start — Jump to any section

🔄
Core Workflow
Draft → Review → Deliver. The rule that never changes.
🎯
FOCUS Framework
Build effective prompts with five structured components.
✏️
Try a Demo Prompt
Paste, customize, and copy a real Copilot prompt for your course.
🛡️
Three Guardrails
Voice, privacy, and accessibility — the non-negotiables.
⏱️
5-Minute Challenge
Build something real, right now, for a course you teach.
📝
Knowledge Check
Test your understanding of LLMs, FOCUS, and responsible AI.
✏️ AI's Job — The Co-Pilot
✏️Drafting initial text
⚙️Generating multiple options quickly
🗂️Structuring outlines from your content
⏱️Operating at scale and speed
🧠 Faculty's Job — The Gatekeeper
🧠Contextualizing for your discipline
🔍Fact-checking every output
🤝Ensuring inclusivity and equity
Final approval before students see it
⚠️ Key Insight AI is a co-pilot, not a co-author. It drafts; you decide. AI never publishes directly to students. Every output passes through you first.
🔐 Always Use Institutional Login m365.cloud.microsoft/chat — not copilot.microsoft.com. Your institutional account keeps your data within your institution's security boundary. Microsoft does not use your inputs to train the base model when you use your institutional login.

Pre-Prompt Checklist

Ask yourself all four questions before every prompt you write.

✓ Ethics
Is it appropriate to use AI for this specific task?
Label any AI-generated samples shared with students.
✓ Privacy
Have all student data and identifiers been removed?
Never paste real student names, grades, or work into any AI tool.
✓ Transparency
Does your course policy include an AI transparency statement?
Be clear with students when AI-assisted content is used.
✓ Bias
Will this prompt generate equitable and inclusive content?
Review outputs for culturally biased assumptions or language.
1
Draft
Copilot creates initial text, structure, or outline in seconds. You control when and what it generates.
2
Review
Verify accuracy, check for bias, add your unique academic voice and course context.
3
Deliver
Manually paste approved content into the correct LMS tool. AI never publishes directly to students.
Login to Microsoft Copilot at m365.cloud.microsoft/chat using your institutional credentials to ensure privacy and data protection. This is the institutional version — your data stays within your institution's security boundary.

When to Use Each Step

Copilot excels at generating first drafts when you give it clear context. Paste your syllabus, lecture notes, or assignment brief as the Context (C in FOCUS), then ask for a specific output. The more specific your prompt, the more useful the draft. Expect to revise — the first draft is a starting point, not a final product. Think of it like working with a very fast research assistant who needs you to verify everything.
Always check for:

Accuracy — Does the output match your actual course, readings, and assignments? Copilot will sometimes invent plausible-sounding but incorrect details.

Your voice — Read it aloud. If you wouldn't say it in class, rewrite that part. Add one sentence only you could write.

Bias and inclusion — Review for culturally biased assumptions, gendered language, or examples that may not represent all your students.

Hallucinations — Copilot may invent citations, authors, or readings that don't exist. Verify any factual claim before it reaches students.
After review, copy the approved text and paste it manually into the appropriate tool in your LMS. Copilot has no direct integration with Brightspace or other LMS platforms — this is a feature, not a limitation. The manual step is your final checkpoint.

Common destinations:
Module introductions → Content → Create a File (HTML editor)
Activity instructions → Assessments → Discussions → Instructions field
Quiz questions → Assessments → Quizzes → Question Library
Announcements → News/Announcements tool
FFUNCTION
What do you want the AI to do?
e.g., Summarize, Draft, Explain, Create, Rewrite, Simplify
OOBJECTIVE
What is the end goal?
e.g., Create a plain-language module introduction that sets expectations for Week 1
CCONTEXT
What background does the AI need? (Upload your document here)
e.g., For a first-year hybrid art foundations course — upload your syllabus or lecture notes
UUSER
Who is the intended audience?
e.g., First-year students who may struggle with academic language or feel uncertain about expectations
SSPECIFICS
What format or constraints are needed?
e.g., Under 120 words, warm conversational tone, end with one curiosity-hook question

Anatomy of a FOCUS Prompt — Color-Coded

Here is what a complete prompt looks like. You can write it as one paragraph — the colors just help you see each component.

COPILOT CHAT
F
Draft a module introduction
→ Function
O
that welcomes students and frames what they will learn and why it matters
→ Objective
C
using the syllabus I uploaded as your source for the module content and learning goals
→ Context
U
for first-year students with no prior background in this subject
→ User
S
under 120 words; warm conversational tone; end with one curiosity-hook question.
→ Specifics
💡 Try It Yourself Go to any Demo (01–06) in the sidebar and paste the prompt directly into Copilot Chat. Each demo prompt is pre-filled and ready to customize with your own course content.
AI Use Case
LMS Tool
Faculty Benefit
Student Benefit
Module Introductions
HTML Pages / Content Modules
Consistent, student-friendly tone at scale
Students feel welcomed and oriented from Day 1
Activity Instructions
Discussions / Content Pages
Fewer clarification emails from students
Clear steps reduce anxiety; students know what to do
Visual Illustrations & Infographics
Content Pages / Image Uploads
Complex concepts visually scaffolded; less re-explaining
Visual learners access content equitably
Learning Activities / Differentiation
Assignments / Quizzes / Content
Multiple learning paths built faster; lower design effort
Every learner has a path — no one left behind
Simplify Instructions
Discussions / Content Pages
Fewer 'I don't understand' emails; cleaner UDL design
Students feel confident, not lost or confused
Video Lectures → Key Points + Formative
Quizzes / Self-Assessments
Passive recordings become active checkpoints
Watching becomes active learning
Demo 01
Module Introductions
→ HTML Pages / Content Modules
📄
Upload to Copilot Chat first

Your course syllabus or module outline. Paste your module topic list directly into Copilot before the prompt if you don't have a file ready.

📍 D2L: Content → Module Folder → Add Existing Activity → Create a File → paste into the HTML editor as the first item students see.
🎓 Student Benefit: Students feel welcomed and oriented from Day 1. A clear, warm introduction reduces confusion before any task begins.
Customize this prompt, then copy into Copilot Chat

Copilot will produce: A 100–120 word module welcome paragraph with a curiosity hook at the end — ready to paste directly into your LMS as an HTML page.


Review for: Accuracy (does it match your actual module?), Voice (does it sound like you?), The hook (is it specific to your content?), No hallucinated facts or readings.

Demo 02
Activity Instructions
→ Discussions / Content Pages
📄
Upload to Copilot Chat first

Your rough activity description, assignment brief, or lecture notes. Even a few bullet points works — Copilot will structure them into numbered steps.

📍 D2L: Assessments → Discussions → Instructions field, or Content → Create a File.
🎓 Student Benefit: Clear steps reduce anxiety — students know exactly what to do, in what order, and what a complete submission looks like.
Customize this prompt, then copy into Copilot Chat

Copilot will produce: A numbered, step-by-step activity guide with a time estimate and submission checklist. One action per step, plain language throughout.


Review for: Are steps in the right order? Is the time estimate realistic? Would an anxious student feel safe following this?

Demo 03
Visual Illustrations & Infographics
→ Content Pages / Image Uploads
📄
Upload to Copilot Chat first

Your lecture notes, slide text, or reading summary for the concept you want illustrated. After Copilot describes the infographic, use Bing Image Creator or Copilot Designer to generate it — then add alt text before uploading to your LMS.

📍 D2L: Content → Create a File → insert image → paste alt text into the image alt field. Always include a plain-text version below the image.
🎓 Student Benefit: Visual learners access content equitably. Complex concepts become navigable without reading dense text.
Customize this prompt, then copy into Copilot Chat

Two outputs in one:


Output 1: A detailed infographic brief — layout, sections, labels — ready to paste into Bing Image Creator.


Output 2: Ready-to-use alt text for the LMS image alt field.


Review for: Is the content accurate? Is alt text descriptive enough for a screen reader user? Include a plain-text version below the image.

Demo 04
Learning Activities / Differentiation
→ Assignments / Quizzes / Content
📄
Upload to Copilot Chat first

Your existing assignment description or activity instructions. Copilot uses your assignment as the starting point and creates three versions — you keep the one that fits each group of learners.

📍 D2L: Assessments → Assignments → paste all three versions with clear labels in the Description field, or create three separate dropboxes.
🎓 Student Benefit: Every learner has a path — no one left behind. Scaffolded learners get structure, advanced learners get a challenge, all meet the same objective.
Customize this prompt, then copy into Copilot Chat

Three versions at once:


V1 Standard — original with minor clarity improvements


V2 Scaffolded — sentence starters + step structure + one worked example


V3 Extended — higher-order thinking or creative extension


Review for: Does each still meet the learning objective? Is the scaffolded version actually helpful — not just simpler?

Demo 05
Simplify Instructions
→ Discussions / Content Pages
📄
Upload to Copilot Chat first

Your current assignment instructions, rubric, or any complex course document. Works on anything — a dense rubric, a multi-page brief, or a lengthy policy paragraph from your syllabus.

📍 D2L: Replace or supplement original instructions. Post both — the simplified version as the main one students see first.
🎓 Student Benefit: Students feel confident — not lost or confused. Plain language reduces "I don't get it" emails immediately.
Customize this prompt, then copy into Copilot Chat

Copilot will produce: A plain-language, numbered version at a 9th-grade reading level with examples and a 3-point submission summary.


Verify: Did it drop any required details? Run through Hemingway App (free) to confirm the reading level.

Demo 06
Video Lectures → Key Points + Formative Assessments
→ Quizzes / Self-Assessments (Interactive)
📄
Upload to Copilot Chat first

Your video transcript, lecture notes, or slide text. No transcript? Use Microsoft Stream to auto-generate one from your recording — then paste it in.

📍 D2L: Key takeaways → Content page below the video embed. Quiz → Assessments → Quizzes → set to ungraded, unlimited attempts.
🎓 Student Benefit: Passive watching becomes active learning. Students know what matters before moving on.
Customize this prompt, then copy into Copilot Chat

Two outputs at once:


Part 1 — 5 Key Takeaways
Ready to paste as a "What to know from this video" summary above or below the recording in your LMS.


Part 2 — 4 Formative Questions + Answer Key
Import directly into your LMS Quizzes as an ungraded self-check — unlimited attempts so students revisit freely.


Review: Are takeaways the 5 most important? Are questions formative — not summative?

🎙️ Guardrail 1: Your Voice
"Ask: do I even need AI for this?"
Can I write this in under 5 minutes? If yes — do it yourself.
Read every draft aloud. If you wouldn't say it in class, don't post it.
Add one sentence only you could write — a specific analogy, a reference to last week's class.
If you removed every AI sentence, it should still sound like you.
Your students enrolled in YOUR course. AI scaffolds structure; you supply insight.
🔒 Guardrail 2: Student Privacy
"When in doubt: leave it out. FERPA applies."
Never paste: student names, IDs, submissions, grades, accommodation docs.
Always paste: your own content, publicly available materials, anonymized rubrics.
Disclose AI use in your syllabus: "Some materials were drafted with Copilot and reviewed by me."
Model the transparency you expect from students — if you want them to disclose, you go first.
FERPA applies. If it relates to a student's educational record, it stays offline.
♿ Guardrail 3: Accessibility
"Every student. Every time."
Every AI-generated image needs alt text AND a plain-text version of the same info.
Run AI text through Hemingway App — simplify to appropriate reading level.
Number all instructions — one action per step, with an example for each.
Use Copilot to generate Standard, Scaffolded, and Extended Challenge versions.
Check WCAG contrast ratios. Does the infographic work in greyscale?

When Should You NOT Use AI?

✓ YES — Use Copilot
Drafting routine announcements for standard deadlines
Extracting key terms from dense slides or transcripts
First rubric draft to revise
Long syllabus → student FAQ
Bloom's-tiered reflection questions
? MAYBE — Use with care
Feedback on student work — start yourself, expand with AI
Discussion prompts — add your specific course context
Learning objectives — verify against your discipline
Adapting instructions for accessibility — review closely
✕ NO — Do it yourself
The 3 sentences you'd write in 4 minutes anyway
Anything requiring knowledge of your specific students
Responding to a student's emotional or personal situation
Feedback that needs to know the student's trajectory

Step 1 — Choose Your Output Type

Best for: You want to improve how students experience the start of a new module. Bring: your syllabus or a list of the module's topics and learning goals. Expected output: 100–120 warm, welcoming words with a curiosity hook.
Best for: You have an assignment students always ask questions about. Bring: your current instructions, even rough bullet points. Expected output: numbered steps, time estimate, submission checklist.
Best for: You have something complex you want to make more student-accessible. Bring: the original dense text. Expected output: plain-language numbered version at 9th-grade reading level with examples.
Best for: You have a recording or lecture notes you want to turn into a student self-check. Bring: transcript or lecture notes. Expected output: 5 key takeaways + 4 formative questions with answer key.

Step 2 — Build Your FOCUS Prompt Here

Write your prompt — use FOCUS as a guide
Step 3 — Open Copilot Chat Go to m365.cloud.microsoft/chat · Upload your document · Paste your prompt above · Review the output · Paste into your LMS

Step 4 — Reflection

What worked? What surprised you?

What would you change before it reached students? Is there a phrase that doesn't sound like you?

Would this go to your LMS today — or does it need revision? What specifically needs to change?

Did you need to use Copilot for this, or could you have written it yourself in the same time?
Question 1 of 8
What does "LLM" stand for in the context of tools like Microsoft Copilot and ChatGPT?
Question 2 of 8
In the FOCUS framework, what does the "C" stand for, and why is it the most important component for course design?
Question 3 of 8
A faculty member wants to use Copilot to give feedback on student essays. Which of the following is the MOST responsible approach?
Question 4 of 8
What is a "hallucination" in the context of LLMs like Copilot?
Question 5 of 8
Which of the following is the BEST reason to use your institutional Microsoft Copilot login (m365.cloud.microsoft/chat) rather than the public version (copilot.microsoft.com)?
Question 6 of 8
In responsible AI use for education, what does "transparency" require of faculty?
Question 7 of 8
What is the correct order of the core workflow when using Copilot for course design?
Question 8 of 8
When Copilot generates an image description for an infographic, what accessibility step is REQUIRED before uploading it to your LMS?
🔧
Copilot drafts. You decide.Use it for friction — boilerplate, structure, scaffolding — then revise for accuracy and voice. Draft → Review → Deliver. Every time.
🎙️
Your voice is the product.Students chose your course. AI scaffolds structure; only you supply insight, relationships, and the moment that connects. Read every draft aloud before posting.
🛑
Ask before you open it.'Can I write this in 5 minutes?' If yes and it matters — write it. AI is not a shortcut for thinking. It's a drafting partner for the parts that create friction.
🔒
Student data stays out.Never paste student work without explicit, informed consent. Disclose what you use. FERPA applies to every student record — regardless of your intent.
Accessibility is not a bonus feature.Alt text every image. Number every instruction. Simplify every description. Run everything through Hemingway App. Every student benefits when content is clear.
📣
Start with one thing this week.One Q&A page. One set of activity instructions. One set of reflection questions. Iterate from there. The FOCUS framework works on any output, in any discipline.
Resources
Copilot Chat
m365.cloud.microsoft/chat
Readability Check
hemingwayapp.com
🎬 Short Film
The Life of an LLM
Created with AI assistance — reviewed by instructor · From Prompt to LMS · Heather Schneiter 2026