M&E specialists, staff doing monitoring and evaluation alongside another role, and small organizations. Start with what you need to do, whether that is choosing measures, planning an evaluation or making sense of findings.
Clear explanations, working examples, tools and review criteria help you put methods into practice. AI prompts can help you draft or examine work in your own AI tool. You bring context, verify the evidence and decide what is appropriate.
Use a guide or example to plan what to measure, collect evidence and use findings. Adapt it to your team, resources and the people affected by your program.
Start with a useful example, then adapt it. Your program, evidence and the people involved determine what good work requires.
Connect measures to the decisions they will inform, who will use them and when. Consider accountability and reporting needs as well as immediate program choices.
Match the method and level of confidence to the decision and its consequences. Choose a manageable set of measures that answers the important questions.
Every data collection extracts from someone. We make that cost visible and ask whether the evidence value exceeds the human cost of gathering it.
Take a prompt into your own AI tool, using only information you are permitted to share. The site provides guidance and resources, rather than running AI for you. Review the output against your sources and context. Checks can reveal problems; they do not guarantee a valid method, accurate findings or a safe decision.
Find candidate measures and adapt their definitions, sources and collection plans.
Prepare instructions for your AI tool, from indicator design to evaluation reports.
Work through a method or decision with clear steps and examples.
Look up monitoring and evaluation terms, methods and frameworks.
Take task instructions and fictional examples into Claude, with the testing status stated.
Choose a prompt, browse indicators or read a plain-language guide. For AI work, use your chosen AI tool and check its suggestions against the evidence.
