About

Software judgment for AI adoption.

DemocAI publishes consulting work, field notes, and research on AI-assisted coordination. The work sits where product requirements, infrastructure, and model behavior meet.

What DemocAI brings

Production engineering experience, AI workflow implementation, and attention to the user decision the software must support.

How the work runs

Short loops, logs over guesses, explicit contracts between services, and only the machinery needed for the next decision.

Why DemocAI

Consulting work funds research on how AI can help groups reason, deliberate, and act together.