AI Use-Case Preparedness Audit

Before you fund, procure, or launch: we test readiness.

A focused two-week audit for organisations preparing to invest in an AI pilot. Know whether your use case is READY, CONDITIONAL, or NOT READY before committing resources.

See a Sample Report

The three questions

Every audit answers three questions about one use case.

Are the people ready to use and govern it?

Leadership alignment, skills, governance literacy, and trust for this specific workflow.

Is the process clear enough to absorb it?

Workflow clarity, decision rights, control points, exception handling, and measurement baseline.

Is the data trusted enough to power it?

Source ownership, quality, permissions, provenance, and AI retrieval readiness for this data domain.

Deliverables

Use-case decision question and scope definition
Current workflow map with AI insertion points
Data-source map for the use case
Permission and risk classification
Process readiness gates
Data readiness gates
READY, CONDITIONAL, or NOT READY posture
30, 60, and 90-day fix list with named owners

Duration and format

Two weeks, fixed scope
One named use case (not enterprise-wide)
Stakeholder interviews and document review
Workflow mapping workshop
Data-source inventory session
Executive readout with posture recommendation
Written report with 30/60/90-day remediation plan

Enquiries

Access

Complimentary for qualifying organisations.

AIR APAC offers the AI Use-Case Preparedness Audit on a complimentary basis for qualifying organisations. Audit fees are fully subsidised through AIR APAC's readiness programmes and partner network, as part of the mission to make AI readiness practical and accessible across the region.

Qualification is based on the use case, the organisation's readiness to act on the findings, and alignment with AIR APAC's public-interest mission. Priority is given to organisations that have completed the AI Readiness Scorecard or are referred by a partner institution.

The audit exists to help organisations make better decisions, not to generate downstream contracts. Remediation, implementation, and vendor selection are separate engagements, and partner options remain open.

Eligibility. The audit is not available to any organisation inside an open AIR APAC measurement period, whoever pays for it. The rule follows the participants and the beneficiaries, not the invoice, and it applies to every commercial engagement we run. See how AIR APAC stays independent and how places are measured.

Sample output

What a posture report looks like.

Use case:          Customer support knowledge assistant
Process posture:   CONDITIONAL
Data posture:      NOT READY
Overall posture:   NOT READY

Primary blocker:   Permission-aware source-of-truth and
                   escalation workflow absent.

Recommended
decision:          Do not deploy externally.
                   Run internal controlled pilot after
                   fixes 1 to 4.

Remeasure:         45 days

The posture is deliberately honest. If the use case is NOT READY, the report says so. The assessment is not designed to generate implementation work. It is designed to prevent wasted investment.

Guardrails

What the Audit is not.

Not an enterprise-wide data assessment
Not a data engineering or migration project
Not a pre-baked build contract
Not a vendor selection exercise

Not a generic AI strategy workshop
Not a software product or SaaS subscription
Not a certification or assurance mark
Not a commitment to downstream implementation

The assessment identifies readiness gaps. Remediation, implementation, and vendor selection are separate engagements, and partner options remain open.

Enquiries

Audits are scheduled directly, not through this page.

AIR APAC does not collect audit enquiries through an open intake form. If the audit is relevant to a decision you are making, write to us through the contact page with the use case, the decision owner, and the timeline you are working to.

Every enquiry is checked against the independence rules before anything is scheduled: organisations inside an open measurement period, and cohorts whose participants would come from them, are not eligible while that period is open.

Assess readiness