Field-Tested Expertise
Field-tested M&E expertise across multiple contexts and donor frameworks. Practical knowledge of USAID, FCDO, Global Affairs Canada, SIDA, EU, and foundation requirements. Grounded in real implementation, not academic theory.
Why Us
Process Transparency
Every output passes quality gates, evidence checks, and human review. You see how AI was used and what changed. No black boxes, no unexplained results.
See Our ServicesAI for M&E
Practical AI tools and guidance built by an M&E practitioner. Tested before recommending, and honest about what AI can and cannot do.
Explore Our ServicesHow We Think About M&E
Three principles guide every engagement:
Decision-Linked Measurement
Every indicator needs a named decision, a named decision-maker, and a timeline. If a piece of data does not inform a specific decision, it should not be collected.
Minimum Viable Measurement
The right 10 indicators beat 80 every time. We design systems that collect the minimum evidence needed to make decisions with acceptable confidence, and stop there.
Burden Awareness
Every data collection extracts from someone. We make that cost visible and ask whether the evidence value exceeds the human cost of gathering it.
Where AI Helps in M&E
AI Works Well For
- First drafts of logic models and results frameworks
- Indicator quality review and improvement suggestions
- Survey instrument drafting and refinement
- Data analysis scripts and visualization
- Report formatting and structure
- Document review and gap identification
AI Does Not Replace
- Contextual judgment about what matters in your program
- Stakeholder relationships and participatory processes
- Ethical review and cultural sensitivity
- Political navigation and organizational dynamics
- Quality assurance of AI-generated outputs
- Final decisions about evaluation conclusions
Behind the Practice
Ben Playfair
Founder & Principal Consultant
M.A. International Policy & Development
PMD-PRO, MEAL-D-Pro, DPMI
English & Spanish
Charlotte, NC
M&E Studio was founded by Ben Playfair, an M&E specialist with over a decade of experience across international development, humanitarian response, and domestic nonprofits. That work has spanned 15+ countries across Africa, the Middle East, Asia, and Latin America, covering everything from field-level monitoring to organization-wide MEL standards development.
The practice was built on a simple premise: M&E should produce decisions, not just reports. Every tool, framework, and engagement is designed with that standard in mind.
For program teams
M&E systems designed around the decisions your team actually makes, not the indicators your donor template suggests.
For M&E practitioners
Browse 130 AI prompts, 16 guides, and 2,000+ indicators for free. Get advisory support when you need hands-on help.
For funders
Evidence systems that are rigorous and actually get used. Compliance and learning do not have to be separate goals.
For small teams
Free AI resources and workflows scaled for organizations that do not have a dedicated MEL department.
Get Started
Explore free AI prompts, guides, and indicators - or get in touch to discuss advisory and implementation support.