Decision-Grade Clarity
for Monitoring & Evaluation

Practical AI systems for real M&E work

What We Offer

Advisory Services

Helping organizations evaluate where AI fits in their M&E workflows. Which tasks benefit from AI assistance, which do not, and how to implement responsibly with appropriate quality controls.

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AI-Augmented Delivery

Consulting engagements where AI tools handle first drafts, data processing, and structural work while human expertise handles judgment, context, and quality assurance. Faster delivery, same rigor.

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Tools & Resources

Practical guides, templates, and interactive tools built specifically for M&E practitioners. Real workflows for real M&E tasks, not generic AI hype.

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AI That Augments, Not Replaces

AI-powered tools and frameworks for international development. Automates structure and synthesis while keeping M&E experts in control.

Guided Frameworks

Step-by-step frameworks for indicators, MEL plans, evaluations, and Theory of Change. Build donor-compliant M&E systems without starting from scratch.

AI-Powered Analysis

AI-assisted document analysis, quality scoring, and synthesis with expert review and quality controls baked in at every step.

Practical Tools

Decision support, sample size planning, evaluation design, and a growing set of practical tools for real M&E challenges.

How We Work

Evidence-Grounded Generation

Every claim traced to source material. AI drafts are anchored in your documents, donor frameworks, and verified M&E guidance, not hallucinated from training data.

Multi-Layer Quality Control

Automated quality gates score every output against rubrics for accuracy, completeness, and relevance. Outputs that fall short get regenerated, not shipped.

Data Handling Transparency

Your data stays yours. We are explicit about what is processed locally, what reaches cloud APIs, and what is retained. Nothing is stored by default.

Human-in-the-Loop

AI drafts. Experts review. You approve. No output ships without human judgment applied to context, nuance, and organizational fit.

Iterative Validation

Generate, validate, refine, validate again. Quality is not a single check. It is a cycle that continues until the output meets your standards.

Full Transparency

You see how AI was used, what it produced, and what was changed. No black boxes. Every AI-assisted deliverable documents the process, not just the result.

Our Approach

Purpose Focused

Skip the Theatre.

Start from Purpose Not Templates. Collect Only the Data that Moves Decisions.

Minimum Viable Rigor

Right-Sized Everything.

Evaluations, Tools & Frameworks that fit your context. Capture What Counts.

Own The Tools

Build Internal Capacity.

Methods and Approaches Only for What You Need. No Unnecessary Complexity.

Who We Serve

Local Nonprofits

Practical M&E frameworks for youth development, criminal justice, mental health, homelessness, and community programs. Capture program effectiveness and participant outcomes without unnecessary complexity.

Foundations and Donors

Portfolio strategy and learning agendas across grantees. Navigate evidence requirements, portfolio monitoring, and grantee reporting for development investments.

International Nonprofits

Program logic, indicator frameworks, and results frameworks tailored to your capacity. Navigate USAID M&E requirements and other donor compliance with right-sized systems.

Social Impact Firms

Partner on evaluation design, methods consulting, and technical quality reviews.

Ready to bring clarity to your M&E systems?

Whether you're an international NGO navigating donor requirements or a US nonprofit measuring program impact, let's talk about your monitoring and evaluation challenges.

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