Prevent · Mathematically Governed AI

Stop the bad action.
Across your whole AI stack.

UCP, SAID, and MAE wired together. Operation Center online. Receipts at scale. The full mathematically-governed runtime, deployed inside your environment with our engineers next to yours.

Why the gate matters now

The guess used to cost money. Now a court has put a number on what it costs when no one refuses the action.

Mathematically Governed AI exists to admit or refuse an action before it fires. Here is what the absence of that gate now looks like in a court of law — and why “watch and log” is no longer a defensible posture.

Jul 2025

An AI agent deleted a production database.

At Replit, an autonomous coding agent ran a destructive command against a live production system during a code freeze it was told to honor — four safeguards in place, all four bypassed, 1,200 records gone. No wrapper, no dashboard, no policy caught it in time.

Jun 2026 · the warning shot

The actuators are multiplying faster than the proof.

At a public Children’s Day demo in June 2026, a Unitree G1 humanoid roundhouse-kicked a child; a year earlier another flailed beside a factory worker. No cause has been published — that is the point. These machines are entering production while the guess is still inside them.

Why MGAI

A gate that refuses the action, not a log that explains it later.

UCP admits or refuses an action before it fires — whether the action is a loan disclosure or an actuator command. Reaching a physical workload is a deployment decision, not new R&D. That is the by-construction thesis paying off where it counts most.

What the enterprise buyer gets

The complete stack, deployed and operating.

01

UCP + SAID + MAE in your stack

The three primitives wired together. Control plane, deterministic inference, autopsy engine — all running inside your environment. Sealed Embedded or Enterprise Client, your call.

02

Operation Center stood up for your team

Single-tenant. Fleet, Activity, Governance, Insights, Audit — all five views, configured against your fleet. Mandatory with every enterprise Mathematically Governed AI deployment.

03

Receipts on every governed call, fleet-wide

Across every flow, every model, every primitive — one signed receipt per call. Indexed in OC. Hand the export to your auditor; they verify without us.

04

Joint engineering, on-site or remote

Our engineers work alongside yours through the pilot. Code-level pair. The system is built in front of your team so the handoff is invisible — they already know it.

05

Production-ready operator runbooks

Promotion gates, rollback paths, drift alerts, on-call playbooks. The operational discipline that keeps math-first systems honest after we leave.

06

Board-ready audit package

One bound document for your audit committee: the autopsy that opened the engagement, the proof obligations, the receipts, the OC evidence. Defensible end-to-end.

Engagement shape

Three sizes, time-boxed.

Small

60 days.

One governed flow, end-to-end. Smallest viable Operation Center. Two of the three primitives wired (the third in a near-term roadmap).

60 days · band-priced
Mid

75 days.

Multiple governed flows, all three primitives wired, OC fully configured for one division or business unit. Standard enterprise pilot.

75 days · band-priced
Enterprise

90 days.

Cross-division. Multi-region. Full audit posture stood up. Joint engineering team. Largest pilot we run before the engagement converts to a multi-year runtime license.

90 days · band-priced
Outcome

At pilot end you have a governed AI system in production. Receipts on every call. An audit committee that can answer questions in writing. A team that can run it without us. And a defensible position for the next regulatory deadline.

The full loop. Deployed. Defensible.

Mathematics is the system, not a wrapper around it.