Designing Your Team's AI Workflow (Exercise)

Capstone exercise: Design a complete AI-enhanced workflow for a 3-person grant team including all stages

Duration: 40 minutes | Level: CAGP Level 2 | Chapter: 8 (Final Lesson)

Exercise Overview: Your Workflow Design Challenge

This capstone exercise brings together everything you've learned in Chapters 7 and 8. You'll design a complete, integrated AI-enhanced grant workflow for a realistic nonprofit scenario. This isn't a test—it's an opportunity to apply learning to your actual organizational context.

The Scenario: Riverside Community Services

Meet your team: Riverside Community Services is a mid-sized nonprofit with three full-time staff dedicated to grants:

Current situation: Riverside manages 6-8 active grants at any time. They're struggling with: proposal writing timelines (each proposal takes 60+ hours), outcome reporting (duplicative work across multiple funder reports), and deadline tracking (occasional missed dates). They've started experimenting with AI but haven't formalized any processes.

Part 1: Workflow Audit (Your First Task)

Current State Analysis

First, document how Riverside currently works (before implementing AI improvements). Complete this analysis for your own organization or use this as a template for analyzing Riverside's current workflow:

  1. Opportunity Discovery: How does Riverside learn about funding opportunities? (Assume: Foundation Center, funder websites, peer recommendations) Who decides which to pursue?
  2. Proposal Development: Assume James writes 80% of content, with program director providing outcome data and Maria providing strategic direction. How many revision rounds? How long does the process take?
  3. Outcome Tracking: Assume Priya maintains outcome tracking in Google Sheets. How often is this updated? Is it integrated with funder reporting?
  4. Grant Reporting: Assume James writes reports from scratch for each funder, even when requirements are similar. How long does final report writing take?
  5. Pipeline Management: Assume this is informal—tracked partly in James's calendar, partly in email, partly in memory.

Your Analysis Questions

For each workflow stage, identify:

Part 2: Design Your AI-Enhanced Workflows

Select Your Top 3 Workflow Improvement Priorities

Based on your audit, identify 3 workflow improvements that would have the highest impact. Using Riverside as an example, these might be:

  1. Accelerate proposal development (biggest time drain)
  2. Streamline multi-funder reporting (duplicative work)
  3. Formalize outcome tracking and monitoring (prevents problems)

Detailed Workflow Design for Priority #1: Proposal Development

For your highest-priority workflow, design a complete AI-enhanced process. Use this structure:

1. Input Preparation Stage

What information needs to be gathered before AI work begins?

2. AI Processing Stage

Where does AI help in the proposal development process?

3. Human Review and Refinement Stage

What does each team member do with AI output?

4. Output Integration Stage

How does the reviewed work become the final proposal?

5. Time and Efficiency Gains

Calculate the impact:

Simplified Designs for Priority #2 and #3

For your other two priorities, create a simplified design including:

Part 3: Create Your Prompt Templates and Systems

Develop 2-3 Core Prompts for Your Workflows

Based on your workflow designs, create the prompts your team will use repeatedly. Example template:

PROMPT TEMPLATE: Needs Statement Development
Owner: James Chen, Grants Manager
Last Updated: March 2026

PURPOSE: Quickly generate an initial draft needs statement from research and data

WHEN TO USE: You have background research and data but need a compelling needs narrative

USER INPUT REQUIRED:
- Program area (e.g., "Youth Employment")
- Geographic focus (e.g., "Urban neighborhoods with 40%+ poverty rate")
- Target population details
- Key statistics showing need (e.g., "68% of youth in our target area don't have job skills training")
- Current gaps in services

CORE INSTRUCTION:
Write a 400-word needs statement for [program area] that:
1. Opens with a compelling statistic or story
2. Explains the scope of the problem in our community
3. Identifies root causes
4. Shows what services/support currently exist
5. Identifies the specific gap we will address
6. Uses accessible but sophisticated language

Include at least 3 specific data points about our community
Include language about racial equity and community strengths

CUSTOMIZATION NOTES:
For family foundations: Emphasize personal impact, use warmer tone
For government funders: Emphasize data, alignment with agency priorities, formal tone
For corporate sponsors: Emphasize economic opportunity and workforce development angle
            

Part 4: Implementation Plan

Your First 90 Days

Create a realistic implementation timeline for introducing your AI workflows:

Month 1:

Month 2:

Month 3:

Success Metrics

Define how you'll measure whether your workflows are working:

Reflection Question: As you design these workflows, what assumptions are you making? What could go wrong? How will you handle team resistance or workflow refinement needs?

Part 5: Addressing Real-World Challenges

Scenario Analysis

Consider these real-world situations and how your workflow would handle them:

Scenario 1: A funder requires a proposal in 2 weeks. Your standard process takes 3 weeks. How does your workflow adapt?

Scenario 2: James, your grants manager, becomes ill and can't work for 2 weeks. Can other team members use the AI workflows to keep proposals moving?

Scenario 3: A proposal using your new AI-assisted approach is declined. The funder provides feedback. How does this inform your process?

Scenario 4: Maria is concerned that AI writing will make proposals sound "generic." How do you address her concern?

Part 6: Reflect and Document

Your Workflow Documentation

Create a written document (2-3 pages) summarizing your workflow design. Include:

Final Exercise: Complete the workflow design exercise for your own organization or Riverside Community Services. Create a 2-3 page workflow design document that you could share with your team. Include: current state audit, three priority improvements, detailed AI-enhanced workflows, sample prompts, 90-day implementation plan, and success metrics. This document becomes your roadmap for modernizing your grant processes.

Conclusion: From Learning to Implementation

You've now completed CAGP Level 2, moving from foundational AI knowledge to practical, system-level application in grant work. The difference between someone who experiments with AI casually and someone who gains competitive advantage through AI is systematic thinking. It's the difference between using AI to write one proposal better and redesigning your entire workflow to amplify your team's effectiveness.

Your competitive advantage doesn't come from AI itself—it comes from clarity about what your team does well, ruthlessly eliminating low-value work, and strategically applying AI to accelerate high-value activities. When you do this systematically across your entire grant operation, the results compound: faster proposal development, better compliance management, stronger team efficiency, and ultimately, more grants won and reported well.

The exercise you've just completed—designing your team's AI workflow—is the real work of modernization. Use this design. Test it. Refine it. Share it with your team. And most importantly, implement it. Theory is valuable, but your competitive advantage comes from execution.

Key Takeaways from Chapter 8

What Comes Next?

You've completed CAGP Level 2. Possible next steps: