AI for M&E
Practical quick guides to help M&E practitioners use AI tools effectively, responsibly, and with confidence.
How to Write AI Prompts That Actually Work for M&E
Stop getting generic outputs. The 4Cs Framework helps you write prompts that produce donor-ready indicators, analysis, and reports on the first try.
Read guideHow to Clean Messy M&E Data with AI
Turn 15 hours of manual cleaning into 2 with a 4-step workflow that combines free tools and AI validation to catch errors human review misses.
Read guideHow to Build Better Surveys with AI
Most AI survey tools stop at generating questions. This guide covers the full lifecycle: choosing question types, catching bias, adding skip logic, and piloting before you deploy.
Read guideHow to Draft Evaluation Reports with AI
Stop staring at a blank page. A 4-phase workflow turns your completed analysis into donor-ready evaluation narrative in hours, not days.
Read guideHow to Code Qualitative Data with AI
Turn 30 pages of interview transcripts into validated themes in 2 hours instead of 3 weeks. A 4-step workflow that pairs AI pattern recognition with human analytical judgment.
Read guideHow to Build a Theory of Change with AI
Stop drawing boxes and arrows that nobody believes. A 4-step workflow that uses AI to surface hidden assumptions, stress-test causal logic, and produce a ToC your donors trust.
Read guideHow to Protect Data Privacy When Using AI
Coming soonWhat's safe to share and what to remove before using any AI tool.
How to Choose the Right AI Tool for M&E
Coming soonChatGPT vs Claude vs Gemini: which to use for which M&E task.
Ready to Try AI for M&E?
Explore our free AI-powered tools and prompt library built for development practitioners.