AI Assurance
Bring evidence, risk and human accountability together before an AI decision becomes an operational commitment.
AI Assurance
A successful demonstration does not establish that an AI system is appropriate for its intended use. Important questions can remain about affected people, information, reliability, controls, ownership and the consequences of failure.
A proportionate advisory assessment of a defined use case, with evidence, unresolved issues, conditions and a recommendation for the authorised decision-maker.
Use-case owners, agency AI leads, executives, architecture and risk teams, and organisations seeking a considered review before procurement, a pilot, rollout or a material change.
Before an important approval; when an existing use case changes its data, model, users or level of autonomy; or when assurance evidence is incomplete or inconsistent.
Agree the use-case boundary and assessment criteria. Review available evidence and consult relevant owners. Examine controls and information gaps. Record the assurance position, conditions, residual risks and triggers for reassessment.
Consider purpose, accountability, people and service impact, information, privacy, security, architecture, model behaviour, reliability, human oversight, fairness, accessibility, monitoring and operational ownership. Involve qualified specialists where deeper testing or advice is required.
An assessment scope; evidence and control map; findings and risk summary; remediation and condition register; an executive decision brief; and a monitoring and reassessment plan. Recommendations distinguish ready to proceed, proceed subject to conditions, remediation required and escalation recommended.
Make the basis for a decision understandable and traceable. Identify what must be resolved, who owns it and which uncertainties remain. The authorised organisation retains approval and risk-acceptance authority.
Support use of the Australian Government AI impact assessment tool where applicable, alongside agency assurance and relevant technical guidance. Novatecno assessment artefacts support those processes; they do not replace mandatory assessments or agency approvals.
Bring business value, supplier evidence, controls and operational readiness into a consistent review. Make acceptance criteria and the conditions for ongoing use explicit.
Give additional attention to vulnerable people, privacy, accessibility, service quality and human relationships. Keep the scope proportionate to the use case and its potential consequences.
For an independent review, agree conflicts and separation from design responsibilities at the outset. Where Novatecno has shaped the design, identify that involvement and arrange separate review where required.
Address findings with the relevant owners, then revisit the decision. Where gaps span architecture, governance and adoption, bring them into a coordinated accelerator engagement.
Choose the outputs that the agreed scope needs. Each should make a decision, responsibility or next step clearer.
An assessment scope
Evidence and control map
Findings and risk summary
Remediation and condition register
An executive decision brief
And a monitoring and reassessment plan. Recommendations distinguish ready to proceed, proceed subject to conditions, remediation required and escalation recommended
Your next decision
You do not need a finished brief.
