Appendix C: Workflow Templates & Worksheets
These templates are designed to be printed, filled in digitally, or adapted into your preferred project management or note-taking tool. Work through each one in sequence when starting an AI integration initiative, or use individual templates as standalone tools for specific purposes.
Template 1: AI Workflow Audit
Purpose: Map your current work tasks to identify where AI integration offers the most value.
Instructions: Complete this for your role or team. Be specific about the tasks you actually do, not just what your job description says.
Name / Role: ___________
Date Completed: ___________
Department / Team: ___________
Part A: Task Inventory
List the 10-15 tasks you spend the most time on in a typical week. For each task, fill in the columns below.
| # | Task Description | Avg. Time/Week | Cognitive Load (H/M/L) | Repetitiveness (H/M/L) | Requires Judgment? (Y/N) | AI Suitability (H/M/L) |
|---|---|---|---|---|---|---|
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AI Suitability Key: - High: Repetitive, text-heavy, has clear inputs and outputs, or involves synthesis of information - Medium: Has some variable elements but follows a recognizable pattern; AI assists, human finalizes - Low: Highly contextual, requires deep personal relationships, involves real-time physical judgment, or has severe error-cost consequences
Part B: Prioritization Matrix
From your high-suitability tasks, identify the best starting points.
Task with highest time savings potential if AI-assisted:
Task most likely to succeed quickly (low risk, clear output):
Task that would have the highest impact on work quality if improved:
Part C: Barriers Assessment
For each high-suitability task, note any barriers to AI integration:
| Task | Barrier Type (Data Privacy / Tool Access / Skill Gap / Policy / Other) | Severity (H/M/L) | Who needs to resolve this? |
|---|---|---|---|
Part D: 30-Day Experiment Plan
Select ONE task to start with. Choose based on: high AI suitability + low barriers + meaningful time savings.
Selected task for AI pilot: ___________
What "success" looks like for this experiment: ___________
How I will measure whether it worked: ___________
Start date: __ Review date: __
Template 2: Trust Calibration Self-Assessment
Purpose: Identify where your current trust in AI outputs is well-calibrated, over-trusting, or under-trusting.
Instructions: For each domain, rate your current trust level and your confidence that it is appropriate.
Date: ___________
Part A: Domain Trust Inventory
For each domain, mark your current trust level (1 = I always verify independently; 5 = I use AI output without checking) and note whether you think that level is appropriate.
| Domain | My Trust Level (1-5) | Is This Appropriate? (Too High / About Right / Too Low) | Evidence I Base This On |
|---|---|---|---|
| Factual claims / statistics | |||
| Code generation | |||
| Legal or compliance information | |||
| Medical or health information | |||
| Writing and editing | |||
| Data analysis and interpretation | |||
| Creative content | |||
| Research synthesis | |||
| Recommendations and advice |
Part B: Recent Experience Review
Think about the last month of AI use. Answer honestly.
Have I caught an AI error before acting on it?
Yes / No — If yes, describe: ___________
Have I acted on AI output that turned out to be wrong?
Yes / No — If yes, describe: ___________
Am I spending time double-checking things that are almost never wrong?
Yes / No — If yes, which tasks: ___________
Am I failing to check things that have a real error rate?
Yes / No — If yes, which tasks: ___________
Part C: Calibration Commitments
Based on your audit, write two specific commitments:
I will verify MORE carefully when: ___________
I will trust MORE readily when (to save time): ___________
Review date for these commitments: ___________
Template 3: Context Packet Builder
Purpose: Create a reusable context block you can paste at the start of AI conversations to get more relevant, personalized outputs.
Instructions: Fill this out once for your primary role, then update it quarterly or when your situation changes significantly.
Section 1: Who I Am
My role: ___________
My organization: ___________
My primary responsibilities (3-5 bullet points):
-
-
-
My level of expertise in my main field: ___________
Technical background: ___________
Section 2: My Audience and Stakeholders
Who I most often write for / communicate with:
Their technical level: ___________
What they care most about: ___________
Section 3: My Preferences
Preferred writing style / tone: ___________
Preferred response length (generally): ___________
Formatting preferences (e.g., bullet points, plain prose, tables): ___________
Things AI assistants often do that I dislike: ___________
Section 4: Current Projects and Context
Active project 1: ___________
Key facts: ___________
Active project 2: ___________
Key facts: ___________
Section 5: Your Assembled Context Paragraph
Combine the above into a paragraph you can paste at the start of sessions. Draft it here:
Template 4: Personal Prompt Library Setup Guide
Purpose: Create a systematic, searchable library of prompts that work well for your specific use cases.
Step 1: Choose Your Storage Tool
Select one of the following and note it here:
[ ] Plain text file / Markdown document
[ ] Notion / Confluence / similar knowledge base
[ ] Dedicated tool (PromptBase, custom Airtable, etc.)
[ ] AI tool's built-in prompt saving feature
Chosen tool: ___________
Location (URL or file path): ___________
Step 2: Define Your Categories
List 5-8 categories that match your most common use cases:
Step 3: Prompt Entry Template
Use this structure for each prompt you save:
PROMPT NAME: [Short descriptive name]
CATEGORY: [From your list above]
DATE ADDED: [Date]
WORKS BEST WITH: [Claude / ChatGPT / either]
PROMPT TEXT:
[Full prompt with [VARIABLE] placeholders]
NOTES:
[What this prompt is good for; what to watch out for]
EXAMPLE OUTPUT: [Optional — paste a good example]
Step 4: Seeding Your Library
Start with these 10 must-have prompts. Check them off as you build each one:
[ ] Topic orientation / background brief
[ ] Email draft (formal)
[ ] Document summarizer
[ ] Brainstorming / idea generation
[ ] First draft generator
[ ] Editing / proofreading
[ ] Explanation for non-experts
[ ] Decision analysis
[ ] Meeting notes processor
[ ] [YOUR MOST-USED UNIQUE USE CASE]
Template 5: AI Project Plan Template
Purpose: Standard project plan with AI integration notes at each phase.
Project Name: ___________
Project Manager: ___________
Start Date: __ Target Completion: __
| Phase | Key Activities | AI Integration Opportunity | AI Tool / Prompt to Use | Human Review Required? |
|---|---|---|---|---|
| 1. Discovery & Scoping | Stakeholder interviews, requirements gathering | Synthesizing interview notes; generating questions | ||
| 2. Research & Analysis | Literature review, competitive analysis | Landscape overviews; comparative analysis | ||
| 3. Planning | Schedule building, resource allocation | Risk identification; assumption challenge | ||
| 4. Execution | Producing deliverables | First drafts; code generation; data processing | ||
| 5. Review & Revision | Quality checks, stakeholder feedback | Editing; consistency checking; gap analysis | ||
| 6. Communication | Status updates, presentations, reports | Executive summaries; slide narratives | ||
| 7. Closure | Documentation, lessons learned | Retrospective synthesis; documentation drafts |
Notes on AI boundaries for this project (e.g., data that cannot be shared with external tools):
Template 6: Team AI Policy Template
Purpose: A blank framework for teams to fill in their own AI use guidelines.
Team / Department: ___________
Policy Owner: ___________
Effective Date: __ Review Date: __
Approved Uses
Tasks where team members are encouraged to use AI assistance:
Restricted Uses
Tasks where AI assistance requires additional approval or review:
Prohibited Uses
Tasks where AI assistance is not permitted:
Data Handling Rules
Information that must NEVER be entered into external AI tools:
Approved tools for sensitive work:
Disclosure Requirements
When must team members disclose AI use to clients, stakeholders, or the public?
When is disclosure internal-only?
Quality Standards
All AI-assisted outputs must:
[ ] Be reviewed by a human before delivery
[ ] Have factual claims verified against primary sources
[ ] Meet the same quality bar as human-generated work
[ ] [TEAM-SPECIFIC STANDARD]
Questions and Escalation
If unsure whether a use is appropriate, contact: ___________
Template 7: AI Effectiveness Journal Template
Purpose: Track your AI use weekly to identify what is working, what is not, and how your skills are developing.
Weekly Entry
Week of: ___________
This week's notable AI interactions (fill out one row per significant use):
| Task | Tool Used | Time Saved (est.) | Quality of Output (1-5) | What Worked | What Didn't |
|---|---|---|---|---|---|
Best prompt I wrote this week:
Why it worked well:
A prompt that failed and what I learned:
A mistake or error I caught in AI output:
Skill I improved this week related to AI use:
One thing I want to try differently next week:
Monthly Review (complete at end of each month)
Total estimated hours saved through AI assistance this month: ___
Task categories where AI helped most: ___________
Task categories where AI disappointed: ___________
One workflow I have permanently changed because of AI: ___________
Current level of trust (has it changed from last month?): ___________
Template 8: 90-Day AI Learning Plan Template
Purpose: A structured individual development plan for building AI tool proficiency.
Your Name: ___________
Start Date: ___________
Primary Goal (what does "proficient with AI tools" look like for you specifically?):
Days 1-30: Foundation
Week 1 — Tool Setup and Orientation
[ ] Set up accounts for: ___________
[ ] Complete basic onboarding / tutorials for each tool
[ ] Run your first 10 test prompts across different use cases
[ ] Complete the Trust Calibration Self-Assessment (Template 2)
[ ] Reflection: What surprised you? ___________
Weeks 2-3 — Daily Practice
[ ] Use AI for at least one real work task per day
[ ] Log each use in your journal (Template 7)
[ ] Practice prompt iteration — for each task, try at least 2 different prompts
Week 4 — First Review
[ ] Review your journal entries
[ ] Identify your 3 highest-value use cases so far
[ ] Build your initial prompt library with 10 prompts (Template 4)
Days 31-60: Building Depth
Weeks 5-6 — Advanced Prompting
[ ] Learn and practice: chain-of-thought prompting
[ ] Learn and practice: few-shot prompting
[ ] Learn and practice: role assignment
[ ] Apply each technique to a real work task
Weeks 7-8 — Workflow Integration
[ ] Map one complete work process onto AI assistance (Template 5)
[ ] Identify and eliminate one recurring task that AI can fully handle
[ ] Teach one colleague one technique you have learned
Days 61-90: Expanding and Sharing
Weeks 9-10 — Specialization
[ ] Go deep in your top 2 use cases from the 30-day review
[ ] Explore one API or integration you have not yet tried
[ ] Read one article or paper on AI capabilities or limitations
Weeks 11-12 — Consolidation
[ ] Complete a full AI Workflow Audit for your role (Template 1)
[ ] Write a short guide for your team on what you have learned
[ ] Set your next 90-day goals
90-Day Reflection:
What is the most valuable thing I have learned?
How has my work changed?
What do I want to focus on in the next 90 days?
All templates in this appendix may be freely reproduced and adapted for personal or team use.