Govern

AI on the front line, humans governing behind it — IMAI copilot governance.

UnderstandRememberGovernAct

Once AI is on the front line, the real question isn't whether it's smart enough — it's who catches its mistakes, who corrects them, who is accountable. AI governance answers exactly that, so organizations dare to hand real business to AI. It's the layer government, large enterprise, finance and healthcare care about most.

Human Escalation

Auto-escalation on keywords, risk, emotion and confidence; seamless handover to a human with full context at the critical moment.

Decision Provenance

Record what information was used, what decision was made, who approved it, and whether it can be reviewed — the decision trail made legible.

Audit Trail

Every interaction, intervention and handover is logged into a traceable chain of accountability.

Accountability

Every critical decision has a clear owner — who, when, on what basis, what decision.

AI acts
Risk & confidence check
High-risk → human approval
Execute
Full trail
Auditable & accountable

One access-control engine, two models — for government and enterprise

Governance is not only trail and accountability — it's also who can see what, and do what. Role-Based Access Control decides visibility by role, keeping sensitive data controlled — one engine, a different model depending on whether the client is government or enterprise.

to-G GovernmentBy data sensitivity (vertical)
Axis
Layered by how sensitive the data is
Protects
Citizen privacy, sensitive cases
Roles
Citizen / Agent / Leadership
In practice
Public policy for all; sensitive cases only for authorized agents and leadership

Red lineNo cross-citizen privacy — citizen A cannot see citizen B's complaint

CasesKuitun City Brain · JAJD

to-B EnterpriseBy department (horizontal)
Axis
Split by org structure / department
Protects
Department boundaries, separation of duties
Roles
Employee / Department / Management
In practice
Each department sees its own knowledge; management sees across

Red lineNo cross-department overreach

CasesPPG

Two mature role-based data-access models for government and enterprise — sensitive data controlled on demand.