QuantHub
QuantHub
Support“QuantHub is an exceptional learning tool. The clear, modular design helps students move quickly while giving faculty valuable insight into their progress.”
AI Literacy for M365 Professionals
Professionals learn how to use AI more effectively in Microsoft 365-style workflows by structuring prompts, setting context, recognizing model limits, and reviewing outputs with accuracy, privacy, and audience fit in mind.
What You'll Gain
Stronger AI Foundations
Professionals learn how Copilot combines AI capabilities, organizational context, and orchestration to support real work.
Better Copilot Decision-Making
Professionals practice choosing the right Copilot modality for the task: Chat, Apps, Commands, or Agents.
Clearer Context Engineering
Professionals learn how to give AI better goals, context, sources, and expectations across Microsoft 365 workflows.
Responsible AI Judgment
Professionals evaluate when to trust, verify, refine, or reject AI outputs using privacy, accuracy, impact, and responsibility checks.
Modules
The curriculum is organized into flexible, task-based modules. Choose the ones that align with your objectives and map them directly into your existing professional development program.
Module 1: How AI Works
Understand how Copilot is built to support your work.
- AI capabilities and limitations
- Copilot’s three-layer architecture
- Microsoft Graph context
- Why Copilot can support work-specific tasks
- Why AI sometimes makes mistakes
Module 2: How AI Transforms Work
Explore the four ways professionals interact with Copilot.
- Copilot Chat
- Copilot in Microsoft 365 Apps
- One-click Commands
- Copilot Agents
- Choosing the right modality for the task
Module 3: When to Partner with AI
Decide how much to delegate to AI based on task risk and context.
- Human-only work
- AI-guided co-creation
- Delegated execution
- Stakes, reversibility, verifiability, and judgment
- Keeping human voice and ownership
Module 4: Getting Good Results
Use context engineering to improve Copilot outputs.
- Goal
- Context
- Sources
- Expectations
- File references in Chat
- Inherited context in Apps
- Pre-scoped context in Commands and Agents
Module 5: Navigating the Ecosystem
Learn where to start in the Copilot ecosystem.
- Copilot Chat
- Copilot in Word, Excel, PowerPoint, Outlook, and Teams
- Researcher and Analyst Agents
- Declarative Agents
- Matching tools to work scenarios
Module 6: Practicing Responsibly
Apply ethical boundaries to AI use in the workplace.
- Permission
- Accuracy
- Impact
- Responsibility
- Privacy and disclosure risks
- Human accountability for AI-assisted work
Module 7: Evaluating AI Outputs
Use critical thinking to decide what to do with Copilot results.
- Trust, Verify, Refine, or Reject
- Citation checking
- Hallucination patterns
- Missing or misread context
- Personal verification rules
The Shift in Workplace AI Fluency
AI is becoming part of everyday Microsoft 365 work, from summarizing meetings and drafting documents to synthesizing files, preparing updates, and supporting decisions.
Professionals must now do more than know where Copilot buttons are. They must:
- Understand what AI can and cannot do
- Choose the right Copilot surface for the task
- Provide useful context and sources
- Protect sensitive information
- Evaluate outputs before acting on them
Microsoft 365 skills still matter. Communication, judgment, accuracy, and responsibility matter even more.
AI literacy increases the importance of human oversight, context, and critical evaluation in modern workplace tools.
A Look Inside the Learning Experience
Professionals learn through practical Microsoft 365 scenarios, Copilot examples, decision frameworks, and guided evaluation tasks.
Practical Learning Resources
Professionals work with examples from Word, Excel, PowerPoint, Outlook, Teams, Copilot Chat, Commands, and Agents.
Interactive Assessment and Feedback
Professionals answer questions about modality choice, context quality, responsible use, and output evaluation.
Hands-On Validation Exercises
Professionals review AI-generated summaries, drafts, and syntheses, then decide whether to trust, verify, refine, or reject them.
Don’t Just Take Our Word for It…
Dr. Uma Gupta
Associate Professor USC Upstate
“QuantHub’s modules put faculty in the driver’s seat. They’re flexible, practical, and meet educators where they are in their AI journey.”
Shani Robinson
Senior Associate Dean, SHSU
“I thought the AI essentials were useful, given how large of a role they play in our lives”
Chloe
Student at UA
“Our school was on the failing list. After using QuantHub, students were excited to see their Science ACT scores jump—it completely changed how they approached data in labs.”
Destiny Langford
Tuscaloosa City Schools
“QuantHub is an easy resource to incorporate valuable lessons into each class. I don’t have to lesson plan around it, and it doesn’t require any extra work on my end.”
Hannah Adams
McAdory High School
“Since adopting QuantHub, I haven’t had a single student banging on my door saying ‘I can’t understand this.’ Previously, Excel questions consumed my office hours.”
Greg
MIS Professor
“QuantHub has completely freed up my ability to do more in class. We spent a lot more time on AI this semester than we ever have before.”
Trent
MIS Professor
What I like most about the software is the gamification aspect. Let’s be honest; learning about data analytics isn’t always fun, but we know how valuable it is. The gamification aspect makes learning about this topic much more fun and engaging!
Angela Santa Cruz
Systems Training Specialist
Bring Modern AI Fluency Tools to Your Workplace
We will work with you to map AI capabilities to your existing training plan, align with core values, and prepare proffesionals for AI-assisted workflows.