Who we hope to serve
Working students, educators, schools, colleges and training providers.
Focus areas
Where progress needs practical work.
We work across education, small businesses and sustainable development. Each area has different people, constraints and measures of progress.
01 · Education
Support that makes learning and teaching more manageable.
Students need accessible support around work and study. Educators need time for the parts of teaching only they can do.
Role of AI
Prepare a useful first response or draft, where it earns its place.
Human involvement
Educators and coaches remain responsible. No automated grading.
What to measure
Inquiry-to-plan time, turnaround, confidence and accepted drafts.
Related initiatives
02 · Small businesses
Clearer customer journeys and more useful information.
Small businesses often have good work and scattered systems. We focus on fewer missed inquiries and records that help owners decide.
Who we hope to serve
Service businesses, growing companies and their customers.
Role of AI
Organise inquiries or records into a draft a person can inspect.
Human involvement
Owners approve replies, verify records and make decisions.
What to measure
Response time, follow-up within 24 hours, admin time and completeness.
Related initiatives
03 · Sustainable development
Digital readiness designed with delivery partners.
We are exploring a low-cost route for micro and small enterprises. It needs co-design with a partner and a measurement plan before impact claims are appropriate.
Terms matter. Alignment describes relevance to an SDG target. Intended contribution describes what a future initiative aims to influence. Measured impact requires evidence from delivery and evaluation.
| Initiative | SDG target | Mechanism | Proposed indicator | Status |
|---|---|---|---|---|
| Guided learning support | 4.3 affordable quality technical, vocational and tertiary access | Guided access to learning support | Student confidence, on-time submission | Alignment — not measured |
| Educator support | 4.4 skills for employment, decent work and entrepreneurship | More educator time for learning support | Turnaround, accepted drafts | Alignment — not measured |
| Digital readiness | 8.3 MSME growth and financial services; 9.3 financial services, value chains and market access | Offer, inquiry and records bundle with partner training | Active enterprises, records kept, response time | Alignment — not measured |
Target summaries are paraphrased from official UN SDG pages.