About
Operational AI, delivered with governance, evidence, and repeatability.
About UAI
UAI designs and operates automation systems that move beyond prototypes into production-grade execution. Our focus is simple: build workflows that run deterministically, generate evidence at every gate, and stay maintainable as scale, teams, and tooling change.
What “Operational AI” means here
- Deterministic delivery: repeatable runs with consistent outcomes, not one-off heroics.
- Evidence-based verification: outputs, logs, and checks that prove the state change actually happened.
- Governed change: least-privilege access, clear stop conditions, and rollback-ready execution.
- Composable systems: modular components that can be upgraded without destabilizing the whole stack.
How we work
- CLI-first operations to reduce variance, improve auditability, and accelerate throughput.
- One–two steps at a time with an explicit verification gate after each mutation.
- Preserve + prepend discipline for content and assets to avoid accidental regressions.
- Automation-ready documentation so the system is transferable to teams and agents.
Where we deliver outcomes
- Website Factory operations: rapid page delivery, visuals, content refinement, and performance hygiene.
- Learning systems: Tutor LMS course/lesson operations and curriculum publishing at scale.
- Business automations: intake, routing, dispatch, and verification for real-world execution.
If you are evaluating AI adoption, we can help you translate intent into a controlled operating model—where requirements, security posture, and measurement are baked in from day one.
Next steps: visit Learning for course delivery, or use Contact to route an implementation request.


