M&E Workflow Automation

Automate the repetitive data work behind every M&E cycle, from coding to reporting.

Not a Single AI Prompt. A Multi-Step Process.

Workflows chain multiple AI steps with quality gates between each one. Your data goes in, structured output comes out, and every step is logged. The hard part is not generating output; it is making sure the output is right, the data is safe, and the work is reproducible.

  1. Your Data & Templates
  2. Multi-Step Workflow Engine
  3. Quality-Checked Output

Quality Gates Between Every Step

Errors caught at each join, not at the end. Output that fails a check never reaches the next stage.

Local-First by Default

Sensitive data stays on your infrastructure. Cloud models only when needed, with deterministic de-identification.

Every Run Logged and Reproducible

Full audit trail for AI-assisted work. Re-run on new data and get the same output shape.

Modular, Not Monolithic

Small steps you can swap, inspect, or replace. Not a black-box automation you cannot reason about.

See how we build pipelines

How to Engage

Workflows are delivered through scoped consulting engagements. We work with your data, adapt the workflow to your context, and return results alongside code you can keep running.

Pilot Engagement

2 to 4 weeks

Scoped proof-of-value on a focused subset of your data. Designed to prove the workflow works for your specific task, context, and standards. You get a working workflow, results, and a learning document.

Production Deployment

After a successful pilot

For teams ready to use the workflow on recurring work. We configure for your process, integrate with your data sources, and hand over documentation.

Don't See Your Task?

Scoped to your task

We build custom workflows for one-off and recurring M&E data work that does not fit a standard shape. Your data, your templates, your donor requirements. Cloud or private deployment.

Request a custom workflow

What Changes

  • Weeks to code a qualitative datasetCoded dataset with validation at every step
  • Reading 40 reports manually for evidenceStructured evidence base with citation tracking
  • Errors surface at the end of the workErrors caught between each step
  • No audit trail for AI-assisted workEvery Run Logged and Reproducible
  • Sensitive data uploaded to cloud AILocal models for sensitive stages

Not What You Need?

Workflows are for data-intensive M&E tasks that benefit from multi-step AI. If your need is different, the rest of the site has you covered.

Playbooks

DIY prompt guides for document-generation tasks you run yourself

Tools

Interactive calculators, scorers, and designers you click and use

Start with a Pilot

Tell us the task, the volume, and the sensitivity profile. We will scope a pilot that fits.

Contact Us