Claude 3.5 SonnetAdvancedNon-Profit & Fundraising

Theory of Change & Logic Model Designer.

A free, copy-paste Claude 3.5 Sonnet prompt for clarifying the roadmap from resources to social impact for stakeholders and grantors.. Tested and optimized for 2026 AI model architectures including .

AI Model
Claude 3.5 Sonnet
Difficulty
Advanced
Setup Time
30–45 minutes

The Prompt Template

Act as a Social Impact Consultant. Help us build a 'Theory of Change' and a 'Logic Model' for our program: [Program Name]. 1. Define the 'Ultimate Goal' (The long-term impact). 2. Identify 'Outcomes' (Intermediate changes). 3. List 'Outputs' (Direct products of activities). 4. Detail 'Activities' and 'Inputs' (Resources). 5. Identify the 'Assumptions' and 'External Factors' that could affect success. Provide this in a structured table or visual flowchart description.

How to Use This Prompt

1️⃣

Copy the Template

Click "Copy Prompt" above to copy the full template to your clipboard. The prompt is pre-formatted for immediate use.

2️⃣

Open Claude 3.5 Sonnet

Open Claude 3.5 Sonnet in a new conversation. This prompt is optimized for Claude 3.5 Sonnet but works across most modern AI models.

3️⃣

Replace the Placeholders

Replace all text in [square brackets] with your specific information. More context = better output. Do not leave any placeholder unfilled.

4️⃣

Refine the Output

Review the AI's response and use follow-up messages to adjust tone, depth, or format. The first response is your starting point.

Best Used For

Clarifying the roadmap from resources to social impact for stakeholders and grantors.. This template provides a structured foundation for non-profit & fundraising workflows, ensuring Claude 3.5 Sonnet understands the specific constraints and persona required for high-quality output.

Skill Required

Familiarity with AI workflows recommended

Pro Tips

  • Replace all [brackets] with specific details before running.
  • Break into multiple follow-up messages for complex outputs.
  • Add your brand tone or audience context at the end for better personalization.
  • Iterating on outputs with follow-up messages produces 40–60% better results.

Compatible AI Models

ChatGPT
GPT-4o, GPT-o3
Claude
Claude Sonnet 4.5, Opus 4
Gemini
Gemini 2.5 Pro, Flash

Frequently Asked Questions

What is the difference between an output and an outcome?+
An output is what you do (e.g., 50 people trained); an outcome is the change that happens because of it (e.g., 50 people find jobs).

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