HomeServicesAI quality readiness

Responsible AI governance and assurance

AI Quality Readiness Diagnostic for Universities

Establish an evidence-led view of whether institutional governance, assessment, technology, capability and assurance are ready for responsible AI adoption.

Designed forUniversity boards and executive leadersAcademic, quality, technology and data leadersInstitutions moving from experimentation to managed AI adoption

The institutional challenge

Connect intention, implementation and evidence.

AI adoption often advances faster than policy, academic practice and institutional oversight. SPECS tests whether responsibilities, controls and evidence are connected well enough to protect academic standards while enabling purposeful innovation.

How SPECS can help

A focused engagement shaped around your context and decision needs.

01

Review AI governance, accountability and decision rights

02

Assess assessment integrity, learning design and human oversight

03

Evaluate privacy, data, procurement and technology controls

04

Prioritise capability, evidence and implementation requirements

Typical outputs

Practical deliverables that support leadership decisions and institutional action.

AI quality-readiness scorecard

Governance and risk heat map

Assessment-integrity findings

90-day plan and 12-month roadmap

What the engagement enables

Improvement that can be owned, evidenced and sustained.

The SPECS approach

Five connected stages from governance to demonstrable improvement.

  1. 01

    Govern

    Clarify purpose, accountability and standards.

  2. 02

    Design

    Align the engagement with context and outcomes.

  3. 03

    Enable

    Build capability and consistent practice.

  4. 04

    Verify

    Test implementation, evidence and effectiveness.

  5. 05

    Improve & Scale

    Close gaps and sustain what works.

Start a conversation

What quality priority should your institution address next?

Tell us the review, risk or improvement priority you are working through. A senior SPECS consultant will help you define a useful first step.