AI for M&E: A Practitioner's Resource
Practical guides for M&E teams using AI, from writing better prompts to governing AI use across your organization. Everything here is free.
Get started
What do you want to do?
Select a task to filter the guides below, or search by keyword.
Foundations
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 guideFoundationsHow to Choose the Right AI Tool for M&E
ChatGPT, Claude, Gemini, and open-source models each have strengths. The TASK Framework helps you pick the right tool for the job instead of defaulting to whichever one you tried first.
Read guideFoundationsHow to Assess Your M&E Team's AI Readiness
Most M&E teams jump to AI tools before knowing if they're ready. A 20-minute self-assessment across 5 dimensions tells you where to invest first and what to skip.
Read guideFoundationsHow to Use ChatGPT for M&E
ChatGPT can draft indicators, analyze qualitative data, and write donor reports -- if you know how to direct it. A practical guide for M&E practitioners.
Read guideFoundationsBest AI Tools for M&E: ChatGPT, Claude, Gemini, and Local Models Compared
No single AI tool is best for all M&E work. ChatGPT, Claude, Gemini, and local models each have genuine advantages for specific tasks. This comparison helps you match the tool to the job.
Read guidePlanning
How 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 guidePlanningHow to Use AI to Write a MEL Plan
A MEL plan is the most requested M&E deliverable, and the most time-consuming to write from scratch. AI can draft the structure, populate indicator tables, and flag gaps, but only if you guide it section by section.
Read guidePlanningHow to Use AI to Design an M&E Framework
Logframe, results framework, outcome mapping, or something else? AI can help you choose the right structure and populate it, but you need to tell it what decisions the framework must support.
Read guidePlanningHow to Use AI for Indicator Development
Good indicators are specific, collectible, and decision-linked. AI can generate dozens in seconds, but most will be generic unless you constrain the prompt with your actual project context and data collection capacity.
Read guidePlanningHow to Write a Logframe with AI
AI can build a first-draft logframe from your project brief in minutes. The challenge is knowing how to review it, fix it, and make it defensible to your donor.
Read guideAnalysis
How 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 guideAnalysisHow 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 guideAnalysisHow to Use AI for Baseline and Endline Analysis
Comparing baseline and endline data is the backbone of impact measurement. AI can run the comparisons, flag anomalies, and draft the narrative, but only if you structure the analysis around specific evaluation questions.
Read guideReporting
How 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 guideReportingHow to Use AI for Donor Reporting
Donor reports consume more M&E staff time than any other deliverable. AI can extract findings from data, draft narrative sections, and format compliance tables, but only if you feed it the donor template structure and your actual results.
Read guideGovernance
How to Protect Data Privacy When Using AI for M&E
Beneficiary data belongs to beneficiaries, not AI servers. The SAFE Framework helps you use AI tools without risking a data protection breach, donor compliance violation, or loss of community trust.
Read guideGovernanceHow to Build AI Governance for Your M&E Function
Every major donor now expects some form of AI governance. This 6-point framework, synthesized from UN, UK, World Bank, and EU requirements, gives you a defensible structure before your first AI pilot.
Read guideGovernanceHow to Run a Data Protection Impact Assessment for AI in M&E
DPIAs are becoming standard for AI use in evaluation and monitoring. This 4-step process helps you assess risks before uploading any data to an AI tool, not after something goes wrong.
Read guideStart here
Four guides worth reading first
How to Write AI Prompts That Actually Work for M&E
Better prompts improve every other AI task. Start here.
Read guideHighest time savingsHow to Code Qualitative Data with AI
M&E teams using AI for qualitative coding report 50-70% faster analysis cycles.
Read guideImmediate impactHow to Draft Evaluation Reports with AI
Writing evaluation reports is one of the most time-consuming M&E tasks. AI helps with every stage.
Read guideEssential readingHow to Protect Data Privacy When Using AI for M&E
Before using AI on real project data, understand what you can and cannot share.
Read guideWhat Every Guide Includes
Step-by-step workflow
A clear process from setup to output, written for non-technical practitioners.
Copy-paste prompt templates
Ready-to-use prompts you can adapt immediately for your context.
Practical frameworks
Structured approaches grounded in M&E practice, not generic AI advice.
Coming soon
The Complete AI for M&E Guide
A single comprehensive guide covering every stage of the M&E cycle, from designing your first AI-assisted results framework to governing AI use across a large team. Prompt templates, worked examples, decision tools, and implementation workflows included.
Get notified when it launchesAnalysis & Research
Research-backed analysis of AI policy, donor frameworks, and governance for M&E practitioners.
Ready to go deeper?
Browse 2,900+ donor-aligned indicators, a curated prompt library, and free M&E tools, all built for practitioners.