Governed by design.
The operating controls Sulook uses to keep agentic AI and enterprise software accountable, bounded, evidence-backed and subject to human authority.
Human authority remains explicit
Agents can research, classify, retrieve, draft, compare and prepare work. Consequential actions stay behind named human approval gates. External communications, payments, pricing, legal commitments, production changes and client-facing decisions are not delegated by default.
Evidence before assertion
Important outputs should point back to source documents, approved records, workflow events or other identifiable evidence. Provenance is retained so a reviewer can distinguish source material, generated analysis, human decisions and final action.
Bounded roles and separation of duties
Research, drafting, review, approval and execution are treated as distinct responsibilities. An agent that prepares an output does not automatically gain authority to approve or send it. Access is scoped to the minimum role and information needed for the task.
Fail closed, not plausible
Missing authority, stale evidence, changed artifacts, failed verification or ambiguous instructions should block progression rather than produce a confident-looking result. Retries and repair loops are bounded, observable and recorded.
Approval bound to exact work
Where approval is required, it should bind to the exact artifact, scope or action reviewed. If approved material changes, the prior approval no longer proves authorization for the changed version.
Audit trails and durable state
Governed workflows retain meaningful state transitions, actors, timestamps, evidence references and outcomes. This supports review, incident analysis, correction and accountability without presenting an activity log as proof by itself.
Data minimisation and controlled access
Systems are designed to use only the information needed for an agreed workflow. Access, retention and third-party tools are considered against the client context, confidentiality obligations and applicable data-protection requirements.
Verification is separate from execution
A named PASS is not enough. Critical work is tested against explicit acceptance criteria and, where appropriate, independently reviewed. External sends and production changes remain separate approval-gated actions even after local verification succeeds.
What governance does not mean
Governance does not make model output infallible, replace professional judgment or convert Sulook into a regulated legal, financial, investment, insurance or medical adviser. It creates explicit boundaries, evidence and accountability around how systems are permitted to operate.
This page describes Sulook’s governance operating model. Specific controls are tailored to the workflow, risk, data and contractual requirements of each engagement. Governance evidence supports accountable operation; it is not a certification or legal opinion.