From prompting to commands: operational AI that executes with consistency.
Universal Command Protocol (UCP) is an intent infrastructure approach for turning human intent into deterministic execution—reducing ambiguity, improving governance, and cutting operational waste created by chat-based workflows.
Command Precision
Replace open-ended prompting with structured intent and repeatable execution outcomes.
Governance & Auditability
Intent can be managed, reviewed, and aligned to operational policy and compliance needs.
Efficiency
Reduce workflow overhead and repeated back-and-forth that inflates time, cost, and compute.
What is Intent Infrastructure?
Intent infrastructure is the architectural layer that formalizes human goals into structured, repeatable execution for machines. Instead of re-explaining intent through chat prompts each time, intent infrastructure enables intent to be defined, validated, governed, and executed consistently across systems.