Building the AI pathway infrastructure for study, work and skills.
Yuzee turns any goal into a clear, scored pathway — and gives education providers, employers and partners a smarter way to connect with the right people at the right stage. Starting in Australia’s education-to-work pathway market, then expanding into Malaysia and international study/work corridors.
Where Yuzee is going, and the team to get it there.
Our mission
To become the global AI-powered pathway platform that prepares every person for career success — connecting education, skills, institutions, employers and lifelong learning in one trusted ecosystem.
Strategy
Build a globally connected career-readiness ecosystem through a country-by-country rollout — localising each market, then linking markets into one global pathway network.
Management
Yuzee is building a multidisciplinary leadership bench across education, technology, regulation, partnerships and international market expansion. Confirmed people and the hiring plan are shown in the team section.
How the strategy works. Yuzee localises the platform for each market — connecting learners, institutions, employers and workforce needs — then links those markets into one global pathway network. Individuals access education and career opportunities across borders, institutions reach and support the right students, and businesses prepare future workers in each country.
What management executes. Leadership's role is to deliver this country-by-country growth: building trusted local ecosystems, aligning education with real workforce needs, and connecting each market into one global career-readiness platform.
The shift Yuzee is built for.
Technological change, demographic shifts, geoeconomic fragmentation and the green transition are reshaping labour markets through 2030.
Young people need to be better prepared for fast-changing labour markets and the transition from education into work.
The Global Convention supports cross-border recognition of qualifications and greater academic mobility.
Education, employment and skills pathways are fragmented.
People are expected to make major life decisions with disconnected information: course websites, job boards, migration rules, institution pages, employer requirements, government data, career advice and personal circumstances all sit in separate places.
For users, this creates confusion, wasted time, wrong course choices and missed opportunities. For institutions and employers, it creates inefficient acquisition, weak-fit enquiries and high friction between education and employment. The cost is not only confusion — it is wasted tuition, failed completions, low-fit enquiries, delayed hiring and weak workforce readiness.
Users don’t know the right pathway
Many people know the outcome they want, but not the steps, qualifications, skills, costs, timelines and trade-offs required to get there.
Providers struggle to reach the right people
Education and training providers compete for attention, but many enquiries are low-fit, incomplete or poorly informed.
Employers need better-prepared candidates
Companies need people with the right skills, readiness, training and expectations before they enter roles or onboarding pipelines.
The system is not personalised
Most discovery tools show lists. Yuzee is designed to create a personalised pathway based on goals, context, location, skills, costs and opportunities.
The real cost is time. Today, people piece a pathway together over months — often years — of trial, error and disconnected advice, and still land on the wrong choice. Yuzee removes the confusion from the first conversation, so the decision is clear from the start. Time-to-decision and mis-enrolment / non-completion cost figures (ABS, NCVER) are detailed in the investor pack.
The world is moving from static education to dynamic skill pathways.
AI, automation, demographic change, cost-of-living pressure, labour shortages and changing employer expectations are forcing people to make faster, smarter decisions about study, training, work and career movement. Yuzee sits at the intersection of these shifts.
Skills are changing faster
People need to understand which skills matter now, which are emerging, and which pathways keep them employable.
Education is outcome-driven
Users increasingly compare courses on job outcomes, cost, location, flexibility, support and return on effort.
Earlier talent engagement
Employers can’t rely only on hiring people once ready — they need earlier connection, pre-training and readiness pathways.
Smarter institution acquisition
Providers need better-fit, high-intent users — not just more traffic.
AI guidance at scale
AI can turn complex pathway information into personalised plans, recommendations and next actions.
The scale, in numbers
Australia has 5.1M VET students and 1.55M+ higher education students; the global education economy is estimated at US$7.6T, moving towards US$10T by 2030. Deeper sourcing (WEF, Jobs and Skills Australia, ABS, NCVER, HolonIQ) is in the investor materials.
An AI pathway platform that turns goals into action plans.
Instead of asking users to search across disconnected systems, Yuzee helps them understand their options, compare pathways, identify skills, discover relevant providers, explore career routes and take the next step with more confidence.
Personal pathway planning
Yuzee maps a user’s goal into realistic steps across study, work, training, skills and support.
AI course & pathway matching
Matches users to relevant courses, qualifications, short courses and training based on their objective and context.
Job & skill intelligence
Analyses occupations, skills, future trends and market signals to help users find stronger, safer career options.
Institution & employer connectivity
Bridges users, providers, employers and partners without forcing users into one narrow provider pathway.
Pre-training & readiness
Supports apprenticeships, earn-and-learn pathways, real-world projects, tool exposure, readiness scoring and employer-aligned pre-onboarding — preparing users before they finish study or enter work.
Yuzee leads with signals, not brochures.
Most platforms compare courses on price, location and provider marketing. Yuzee scores what actually matters for a decision. Three proprietary signals turn fragmented pathway data into something a person can act on — and they are the layer that compounds as more pathways run through the platform. The data moat: scores improve through the Pathway Graph — user goals, course attributes, job signals, readiness gaps, provider response data, employer demand and outcome feedback — which is why they become harder to replicate over time.
Yuzee Score
0–100A single fit score for a person against a pathway, blending goal alignment, outcomes, cost, time and context — so options are comparable at a glance instead of buried in detail.
Work Readiness
Gap-awareHow prepared someone is for the target role or next step today, and exactly which skills, training or experience close the gap. This is what makes users valuable to employers earlier.
Future Relevance
Trend-weightedHow durable a pathway is against automation and labour-market shift — steering people towards options that stay valuable, not just ones that are popular now.
A connected, multi-sided platform — not a single-user app.
Yuzee is designed as a connected ecosystem for people, providers, employers and partners, with the AI pathway layer at the centre.
Education & training
Schools, RTOs, TAFEs, universities, private colleges and online and short-course providers.
People with goals
Students, jobseekers, workers, career changers, migrants, parents and lifelong learners.
The pathway intelligence layer
Connects goals, pathways, skills, study options, work opportunities and next actions.
Future talent
Companies looking for prepared, skilled and aligned candidates earlier in the journey.
Support services
Counsellors, support, migration, finance, accommodation and career service providers.
Not a course directory, job board, chatbot or CRM.
Yuzee is a pathway intelligence layer that helps users understand what to do next, and helps institutions and employers connect with better-prepared people.
Goal-first, not search-first
Users start with what they want to achieve, not with a keyword or course name.
Objective pathway comparison
Compares multiple routes and recommends stronger options based on user context, not provider promotion alone.
Multi-provider by design
Works across schools, RTOs, TAFEs, universities, employers and partners.
AI-guided but user-controlled
Users can understand, compare, save, delete and control their pathway conversations and decisions.
Education-to-employment
Connects learning, skills, jobs and readiness — not just enrolment.
Built for scalable partnerships
Supports B2C users, B2B institutions, employers and ecosystem partners through different product layers.
| Capability | Course directory | Job board | Generic AI chatbot | Yuzee |
|---|---|---|---|---|
| Starts from the person's goal | No | No | Partial | Yes |
| Scores fit, not just lists options | No | No | No | Yes — Yuzee Score |
| Connects study → skills → work | No | Partial | No | Yes |
| Objective, multi-provider | Provider-led | Employer-led | Unverified | Yes |
| Improves with usage data | No | Yes — job-market only | Limited — not pathway-specific | Yes — pathway-wide, compounding |
Actively building the product, intelligence and partnership model.
Stage: the pathway MVP is built and in active testing — native mobile and web on a Spring Boot + Google Gemini AI backend — with institution and employer workflows next. Progress below is grouped by what is built, tested and in commercial motion.
Built
- Native mobile and web apps built and shipping
- Spring Boot backend with Google Gemini AI layer
- Pathway / mission interface and AI matching logic
- User-controlled conversations, privacy and data controls
Tested & data
- Internal pathway runs and product demos
- Australian provider landscape mapped; course / job / skill datasets in development
- Cost-of-living and location-based pathway analysis tested
- 14+ yrs Fresh Futures operations: 350K+ enquiries across 25+ providers
Commercial motion
- Institution partnership and provider success models defined
- Employer pre-training and pre-onboarding concepts defined
- Offer / request monetisation structured, subject to compliance
- Provider and employer conversations under way; pilots and LOIs targeted next
Platform vision
- Multi-sided platform strategy defined
- AI-guided pathway layer positioned as the core product
- Expansion potential across study, work, business and life goals
Multiple monetisation layers across the ecosystem.
Yuzee is designed with several revenue layers across users, institutions, employers and partners.
Institution partnerships
Providers can pay for qualified enquiries, offer requests, enrolment or placement support, insights or platform access.
Employer solutions
Employers can identify, prepare, pre-train and engage future candidates before hiring or onboarding.
Premium user tools
Advanced planning, personalised support, saved pathways, application support, cost planning and priority assistance.
Lead & request models
Revenue when users request offers, information, enrolment support or employer/institution connection.
Subscriptions
Institutions, employers and partners access dashboards, campaign tools, messaging, insights and CRM-style functionality.
Success-based models
Acceptance, enrolment, placement or onboarding-linked revenue where legally and commercially appropriate.
Intelligence products
Aggregated, privacy-safe insights help providers and employers understand demand, skill gaps, intent and trends.
Earn user trust first, then expand the ecosystem.
Yuzee’s strategy is to build trust with users, then grow through providers, employers and partners.
Build the pathway engine
Develop the AI matching, pathway planning, conversation, data and user experience layers.
Acquire users through high-intent needs
Focus on users actively trying to choose courses, careers, jobs, skills or study pathways.
Build provider & employer partnerships
Connect high-intent users with institutions and employers that can respond with relevant opportunities.
Launch partner tools
Dashboards, campaign tools, offer-request systems, pre-training flows, messaging and insights.
Expand across industries & regions
Scale beyond initial pathways into broader education, workforce, migration, business and life-planning use cases.
Growth channels
A trillion-dollar education market is going digital, personalised and career-connected.
Yuzee operates within the global education economy — estimated at ~US$7.6 trillion today and projected to approach US$10 trillion by 2030. Within that, Yuzee targets the faster-growing digital, AI-powered, career-readiness and workforce-learning segments where the shift is happening.
The world's largest social-investment market — roughly 60–70% government-funded, with K-12 and post-secondary making up about 80% of spend. As learning becomes digital, personalised and tied to employment, value is shifting towards the high-growth segments below. Yuzee is building the pathway infrastructure for that shift, globally. Yuzee is not claiming the whole US$10T economy — these markets show directional opportunity at the intersection of AI, EdTech, career readiness and workforce learning. Yuzee’s first capturable revenue is sized separately in the Australia beachhead below.
Global EdTech
Yuzee is an AI-powered EdTech and pathway platform — the core category it competes in.
Grand View ResearchDigital education
Supports Yuzee's online, blended and digital-first learning positioning.
Grand View ResearchAI in education
Underpins Yuzee's AI personalisation and pathway-intelligence strategy.
Grand View ResearchCorporate e-learning
The employer side — helping companies educate and prepare future workers.
Grand View ResearchCareer-readiness platforms
Directly aligned with Yuzee's mission to make every person career-ready.
Growth Market ReportsYuzee's wedge
Yuzee sits at the intersection of the fastest-growing segments — not the slow, government-funded core.
Yuzee positioningAustralia beachhead: domestic + international education-to-work pathways.
Australia is Yuzee's first market, in two wedges. International education — A$53.6B export income, where Yuzee serves the offer workflow and provider demand — and the domestic education-to-work wedge: VET, higher education, apprenticeships, career changers, employers and workforce readiness. Rather than claim the whole economy, Yuzee targets the matching, offer-management, readiness and pathway-workflow layer that sits on top of both. The TAM/SAM/SOM below conservatively sizes the international wedge; the domestic wedge is sized in the investor pack.
The Australian international-education value pool. The sector generated A$53.6B in export value in FY2024–25, including A$23.5B in tuition fees.
The student-matching, offer-routing, provider-access and offer-management / pathway-workflow layer — roughly 1–3% value capture on the A$23.5B tuition pool. Yuzee never touches tuition; it serves the layer around it.
Realistic obtainable annual revenue once Yuzee signs hundreds of providers and processes tens of thousands of offer-workflow transactions a year.
How the base-case SOM is built
Illustrative model — assumptions, not results.
Scenario range
Annual revenue, 3–5 year horizon.
The trusted pathway layer between people, learning and work.
Yuzee is positioned across several large, converging markets: education discovery, workforce development, career planning, recruitment readiness, skills intelligence, AI guidance and institution/employer acquisition.
The opportunity is not limited to helping users find courses — it is becoming the trusted pathway layer between people, learning, work and opportunity.
The wedge is Australia's education-to-work market, with a clear expansion path into Malaysia and wider international-student and workforce corridors where the same fragmentation exists.
Education discovery
Users need better ways to understand and compare education and training options.
Workforce transition
Workers need to reskill and move between roles as industries change.
Employer talent pipelines
Employers need earlier, better-prepared access to future talent.
Institution acquisition
Providers need qualified, high-intent users and more efficient conversion pathways.
AI personal planning
Users increasingly expect personalised, conversational and adaptive guidance.
Sized in the section above
Total market and high-growth segment forecasts are shown in Market size. Serviceable and obtainable sizing for target markets is in the investor pack.
MVP → partner platform → ecosystem intelligence.
Yuzee is being built in stages, with each layer strengthening the pathway experience and the platform’s commercial potential.
Pathway MVP — built, in active testing
- Goal-based pathway creation
- AI course & career matching
- Saved pathways
- User profile context
- Basic provider matching
- User-controlled conversations
Institution & employer layer
- Offer-request workflows
- Provider response tools
- Employer pathway pages
- Pre-training & readiness journeys
- Partner dashboards
Intelligence & ecosystem scale
- Labour-market & skills intelligence
- Industry pathway marketplaces
- Personalised cost & location planning
- Multi-partner service bundles
- Enterprise insights
- API & data integrations
Connecting the whole education industry into the pathway.
A pathway doesn't stop at a course. As Yuzee grows, it connects more of the education and employment industry into every user's journey — so a single pathway can include activities, competitions, tools, tutoring and real employer demand. Each new connection makes the pathway more useful and the network harder to replicate.
More than courses
Connect the full learning landscape into a pathway, not just formal enrolment.
- Extracurricular programmes — learning that builds skills outside the classroom.
- Sports clubs & activities — pathways that include development through sport and community.
- Competitions & challenges — surfaced as real, motivating steps in a pathway.
- Adjacent sectors — tutoring and learning-software providers reach users contextually inside the pathways where they're relevant.
Demand-side intelligence
Connect what employers actually need to what people learn next.
- Skills-based candidate requests — companies specify the skills they need, and Yuzee maps people towards them.
- Skills & tools intelligence — show which tools and skills employers really use, so people learn and adopt them faster. A growing market as the data deepens.
- Early talent pipelines — pre-training and readiness journeys that prepare candidates before hiring or onboarding.
Pathways that keep growing
Extend each user's pathway across study, work and life.
- Expanding pathways — from a single course goal to study, skills, work, support and life decisions.
- Third-party integrations — plug external apps and services directly into a pathway, so the next action lives where the user already is.
Commercial — and socially meaningful.
When pathways are clearer, people waste less time, choose stronger options, understand the real cost of decisions, and move towards work and training with more confidence. For institutions and employers, better guidance can improve fit, readiness, retention and long-term outcomes. Measured as: time-to-decision, match fit quality, wrong-course / completion risk, readiness gaps closed before work, and employer onboarding friction.
Better decisions
Understand trade-offs before committing to a course, job or pathway.
Better access
Make complex education and workforce information easier to understand.
Better readiness
Help users prepare before applying, enrolling, training or starting work.
Better matching
Connect people to stronger-fit providers, employers and support services.
Better outcomes
Support skill development and career movement where the economy needs people.
Where capital goes, and what the next stage unlocks.
Yuzee is open to conversations with aligned investors. The round is structured as a A$3.5M target pre-seed, with a A$2.5M minimum close and capacity to accept up to A$5M — milestone-gated either way. Indicative allocation below shows where investment is directed; specific terms and the detailed financial model are shared with eligible investors in the pack.
Product & AI engineering
Build out the pathway engine, the Yuzee Score / readiness / relevance signals, and platform reliability at scale.
Partnerships & go-to-market
Institution, employer and ecosystem partnerships, plus high-intent, low-cost user acquisition channels.
Team
Key hires across product, engineering, AI/data and partnerships to execute the roadmap.
Market expansion
Deepen Australia, extend into Malaysia and international study/work corridors with the same model.
Milestones this stage funds
The 12–18 month objectives investment is intended to reach.
Launch the pathway MVP to first real users and gather usage signal.
Sign a first cohort of provider and employer partners.
Validate unit economics on the lead / request model before paid scaling.
Ship partner tools — dashboards and offer-request workflows.
Establish the signal data loop that improves matching with every pathway.
Prove the Malaysia entry with an initial corridor and partner.
Common questions, answered.
Request access to Yuzee’s investor pack.
Qualified investors and strategic partners can request access to Yuzee’s investor materials.
- Investor overview & product roadmap
- Business model & market research
- Traction summary
- Financial model & partnership strategy
Request Investor Pack
Short form — we’ll follow up by email.
Request received
Thank you. Yuzee will review your request and follow up by email. Detailed materials may require verification or a confidentiality agreement.
Built by a team focused on pathways, skills and opportunity.
Yuzee is being built by a team focused on solving one of the biggest problems in education and employment: helping people understand what to do next.
Ado founded Yuzee after seeing how many people are forced to make major education and career decisions with fragmented information and no system that understands their full situation. He leads product and platform direction, focused on building the AI pathway layer that connects study, skills, work and opportunity.
LinkedIn →Confirmed today — and hiring with the round
Confirmed: founder; the existing build team across mobile, web, backend and QA; education and workforce sector advisors. To hire with the round: CTO, AI/data lead, partnerships lead, and compliance/legal support. The functions below are the bench being built around the product.
Pathway experience and user-controlled design.
Platform, app and data infrastructure.
Matching, intelligence and pathway models.
Institution and employer network growth.
Sector insight and pathway validation.
Disclosure, privacy and partner agreements.
A clearer way to move between study, skills, work and opportunity.
Yuzee is building infrastructure for a world where people need faster, clearer and more personalised ways to move between study, skills, work and opportunity. If you are an aligned investor or strategic partner, we’d like to hear from you.