What All Five Roles Have in Common
- None of them use AI for everything—they're selective and strategic
- All maintain context documents that make AI outputs more relevant
- All verify AI work before it leaves their desk—no blind trust
- All still do the high-judgment work manually
- All started small (one workflow, one document type) and expanded over time
Adapting These Walkthroughs to Your Situation
- You don't need to copy a walkthrough exactly—extract principles that fit your context
- If your role isn't listed, identify which walkthrough is closest and adapt:
- Residential real estate agent → adapt Consultant (client management focus)
- Accountant → adapt Financial Analyst (data + narrative)
- HR Coordinator → adapt Operations Manager (process documentation)
- Marketing Coordinator → adapt Consultant (content creation, project management)
- Focus on solving your three biggest time-wasters first
Building Your Personal AI System
- Week 1: Set up your knowledge base (folders, naming, one context document)
- Week 2: Choose one tool integration (email, documents, or spreadsheets)
- Week 3: Build one complete workflow using your setup
- Week 4: Test, refine, document what works
- Month 2: Add second workflow, improve knowledge base
- Month 3: Evaluate time saved, quality improved, decide what to add next
When to Seek Help
- If integration setup takes more than 2 hours, you might need IT support
- If AI outputs consistently miss the mark, your context documents may need improvement
- If you're spending more time managing AI than doing work, simplify your system
- If compliance/security concerns arise, talk to your legal/IT team before proceeding
Next Step: Stage 5 will address the bigger questions—how your role evolves as AI becomes more capable, staying relevant in an AI-augmented workplace, and the human skills that become more valuable, not less.
Stage 4 Learning Outcomes
By completing Stage 4, learners will be able to:
- Organize personal knowledge using file naming, folder structures, and context documents that make AI tools immediately useful
- Evaluate and implement appropriate AI integrations with email, documents, data tools, and industry platforms
- Build complete workflows that combine knowledge organization, tool integration, and quality control
- Adapt role-based examples to their own specific work context
- Identify and avoid common mistakes specific to their industry or function
- Measure impact of AI adoption through time saved and quality improved
- Maintain their AI system with minimal ongoing effort