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Governance layer

The T.R.U.S.T. Framework

Every SpanForge-certified AI system satisfies five dimensions of responsible deployment. The T.R.U.S.T. Framework converts AI ethics from a slide deck into technical controls, compliance documentation, and audit-ready evidence.

The five dimensions
T

Transparency

Customers, regulators, and employees understand how AI affects them. AI behaviour is made intelligible to all affected parties — not just technical teams.

R

Responsibility

A named human is accountable for every AI system. AI cannot be deployed without a designated owner who carries accountability for its behaviour in production.

U

User Rights

Consent, transparency, and recourse for every individual AI affects. Users have the right to understand how AI decisions affect them and to seek redress where required.

S

Safety Guardrails

Technical constraints embedded in architecture, not just policy. Safety mechanisms are built into the system — not left as aspirational guidance or documents.

T

Traceability

Every agent action must be traceable. Full audit trail. No black boxes. Every decision is logged with an immutable, timestamped record — ready for regulators, auditors, and post-incident review.

See it operationalised.

The T.R.U.S.T. Framework is embedded in the Govern phase — with EU AI Act compliance mapping, risk registers, and board-ready reporting.

Explore the Govern Phase →