AI & MODEL GOVERNANCE

Models reason. The Consequence Gateway decides what may run.

SupraOS can use the strongest approved model for each specialist job. Every proposed move is normalized into the same company state, consequence, authority and proof system before it can change the business.

Effective and last reviewed: 23 July 2026

One operating system for every kind of agent.

SupraOS specialists

Company-specific agents qualify revenue, build routes, coordinate work, execute bounded actions and verify state.

Customer-designed agents

Customers design additional specialists inside the same Outcome Room, Company Twin, VTWM and authority model.

Approved external agents

ServiceNow, UiPath, Salesforce, OpenAI and customer automations can execute bounded actions that SupraOS independently verifies.

Agents can change. The company state, authority and proof stay intact.

What models do inside SupraOS.

Understand the company state

Join approved records, evidence, contradictions, owners, obligations and current commercial state.

Build and compare routes

Generate serious paths—including wait and no-action—and compare value, time, cost, risk and verifiability.

Predict consequences

VTWM forecasts expected, forbidden, hidden and delayed company-state changes before action.

Coordinate multiplayer work

Agents and people share one Outcome Graph, hand off branches, grant authority and redirect execution.

Execute through tools

Models prepare or perform bounded actions only after the Consequence Gateway releases the exact action.

Learn from the full record

Success, rejection, hold, failure, reversal and deliberate no-action all strengthen company-specific operating logic.

Customer-specific learning compounds inside the customer.

The Company Twin preserves the accepted mappings, routes, decisions, execution evidence and outcome history created through that company’s work. SupraOS does not train a model shared across customers on customer data.

Rights attached to evidenceEvery source and action carries its permitted use.
Traceable model and tool contextThe model, tool, action, authority and result remain attached.
Provider choice stays governedEnabled providers follow the customer’s deployment and data terms.

VTWM learns from what the company actually changed.

Before action, VTWM predicts what the move will change. After action, SupraOS compares that forecast with immediate and delayed observations. The difference strengthens the next decision.