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Data Governance andResponsible AI Assurance

One program takes your organisation from AI awareness to continuous, audit-ready assurance: training, workshops, an operating model, and the platform that runs it. Built and delivered with Macquarie University.

See the solution
Literacy, capability, operating model and automation. One program, audit-ready.

What we do

Filling the gaps. It's what we do.

Since the beginning, Collective Learning has been about filling gaps. Between what people know and what their work demands. Between what an organisation's AI is meant to do and what it can prove. Working with learners, universities and leaders, we turn expertise into capability and policy into evidence: growth you can see, and AI you can defend.

Four gaps we fill

Two platforms powered by a village of AI expert agents, delivering personalised career development, interactive upskilling courses and deep AI literacy at any scale. And one flagship solution that turns AI policy into evidence.

The direction gap

Career development

Where you are, where you want to go, and how to get there. Personalised pathway mapping across disciplines and seniority levels, grounded in a curated knowledge graph and your evolving User DNA, which every expert you meet can see.

The skills gap

Upskilling on demand

Evidence-backed skill-gap analysis across Knowledge, Skills and Creativity. Interactive courses delivered by expert agents, personalised to your pace, goals and available time, with an expert agent always available to answer.

The literacy gap

AI literacy

Understanding AI is foundational for every profession. Our agents build AI literacy alongside domain expertise: concepts, critical evaluation and practical application, so every learner navigates an AI-enabled world with confidence.

The evidence gap

Data Governance and Responsible AI Assurance

AI governance that is provable, not aspirational. One flagship solution takes organisations from literacy to continuous, audit-ready evidence: training, workshops, an operating model and CompliMe, the platform that runs it. Built and delivered with Macquarie University.

What we offer

Two products. One flagship solution.

Expert Village and Academy share a single underlying intelligence: the Expert Village knowledge graph and a shared network of AI expert agents, covering career growth and professional upskilling end to end. Our Data Governance and Responsible AI solution puts them to work: training delivered through Academy, evidence automated by CompliMe.

Flagship solution

Data Governance and Responsible AI Assurance

A four-stage solution from AI awareness to continuous, audit-ready assurance: training, workshops, an operating model, and the platform that runs it. Built and delivered with Macquarie University.

  • Educate: 16+ hours through Academy, certified micro-credential
  • Enable and Embed: four workshops, then the operating model stood up to last
  • Automate: CompliMe, the governance platform product
Explore the solution in depth →
Watch the program walkthroughData Governance and Responsible AI Assurance, with Macquarie University.
Product 01

Expert Village

A persistent village of AI resident experts on a provenance-aware knowledge graph. Whatever you're working toward, the village routes you to the expert who knows, and every expert already knows you.

  • Career pathways and capability views for individuals, teams and universities
  • Explainable skill-gap analysis, confidence-scored
  • One evolving User DNA shared by every expert
Explore Expert Village in depth →
Watch the platform workA walkthrough of Expert Village, Academy, and the profile that ties them together. No form, no call.
Product 02

Academy

Not a course. A conversation. Structured courses with a live AI tutor beside every lesson: ask about the content, your schedule, or where your career is headed, and every completion writes evidence back to your User DNA.

  • Ask anything, mid-lecture
  • Study plans that fit your actual week
  • Completion evidence into your User DNA
Explore Academy in depth →
Watch a real lectureSample lecture: Introduction to AI, delivered by Prof. Amin Beheshti.

Book a demo

A live demo, on your use case.

Choose what you want to see, tell us a little about your organisation, and we will come back with times. A live environment, walked through on a use case from your own portfolio.

Universities and enterprise: full program and platform documentation (course outlines, workshop guides, platform specification) is available on request.
Prefer to write? contact@collectivelearning.ai

We use your details only to arrange the demo.

Who we are

Built inside Macquarie's innovation ecosystem.

Collective Learning AI is a career-intelligence and interactive-learning company building on Macquarie University's innovation ecosystem, in partnership with the Centre of Applied Artificial Intelligence. Its two products share one knowledge graph: Expert Village, where AI personas assess capability across Knowledge, Skills and Creativity, and Academy, whose interactive courses feed completion evidence back into each learner's profile.

The people who design the curriculum are the professors who research the field. Programs are grounded in academic literature, international standards and Australian policy, and delivered by the team that wrote them.

University partner
Macquarie University
Innovation ecosystem

Collective Learning builds on Macquarie University's innovation ecosystem. The governance curriculum is designed and delivered with Macquarie professors, runs on the university's LMS, and closes with a certified micro-credential.

Research partner
Centre of Applied Artificial Intelligence
Macquarie University

The applied-AI research partnership behind the village: the knowledge graph, the resident expert personas and User DNA are developed with the Centre of Applied Artificial Intelligence.

Ready when you are

Join the village.

Bring Expert Village, Academy or the governance program to your organisation or university. Your own use case, a live environment. For procurement, security or partnership questions, email us directly.

Book a demoEmail us
LocationLevel 1, 3 Innovation Road, Macquarie Park NSW 2113