The Foundation's main activity
Research first. Standards next. Frameworks shipped. Products operated.
The Bundu Foundation maps infrastructure gaps in African and emerging markets, publishes the open standards the continent is missing, and ships frameworks that schools, institutions, universities, and governments can roll out. Nyuchi and Mukoko make it intuitive at the surface.
The pipeline
Research → standards → benchmarks → frameworks → products.
Every step is open and citable. Standards become measurable benchmarks. Frameworks apply them. Products operate them — B2B, B2C, B2F.
01
Research
The Foundation maps infrastructure gaps in African and emerging markets. Pan-African data — GSMA, ITU, A4AI, IDC, national regulators, examination councils — feeds every framework we publish.
02
Standards & markers
Where existing African standards apply, we adopt them. Where they are missing, the Foundation publishes new open standards — outdoor-readability, connectivity-gradient, mother-tongue-first, mobile-money-native, off-grid power resilience, multilingual UX.
03
Benchmarks
Standards become measurable benchmarks. Frameworks and operators self-audit against them. Schools, ministries, and partners can verify compliance without paying for a closed accreditation.
04
Frameworks
Applied research that schools, institutions, universities, and governments can roll out. Each framework is a complete document — principles, architecture, curriculum, budget, phased rollout — benchmarked against Bundu open standards.
05
Products
Nyuchi (commercial) and Mukoko (consumer) operate platforms that make the research intuitive at the surface. B2B for enterprises, B2C for individuals, B2F for families and households — every tier inherits the same engineering doctrine.
Published frameworks
Three open frameworks. All grounded in pan-African data.
Each one is research applied. Every claim is paired with an African source in the framework document itself, not buried in an appendix nobody reads.
Core framework · v2.0
K-12 Digital Campus
A pan-African blueprint for digital transformation in K-12 schools. Connectivity, power resilience, multilingual curriculum, mobile-money fee surfaces, examinations, data protection — grounded in current data and African open standards.
Read the frameworkCurriculum framework · v2.0
Digital Literacy for Africa
Mobile-first digital literacy framework for K-12 students, teachers, parents, and community learners. Citizenship, safety, mobile-money literacy, AI fluency, and 2050-ready skills.
Read the frameworkSupport framework · v2.0
K-12 Support Process
Three-tier support model for digital campuses. WhatsApp + USSD + SMS as the primary surfaces, mobile-money fee disputes as a first-class category, African-language AI for Tier 0, load-shedding-adjusted SLAs.
Read the framework
Open standards
Six open standards in active development.
We don't benchmark off US markers. The Foundation publishes African open standards that any operator can adopt, audit, and improve. Frameworks above benchmark against these.
See the standardsOutdoor-readability
APCA Lc 90+ body text; midday-sun verandah test.
Connectivity-gradient
3G floor; 100 KB JS budget per route; queued sync.
Mother-tongue-first delivery
L1 instruction lower-primary; LMI transition.
Mobile-money-native
Daraja / MoMo / Airtel / Orange / EcoCash / Wave / aggregators.
Off-grid power resilience
Solar + LiFePO4 sizing; per-classroom load budget.
Multilingual UX baseline
Regional language clusters; reflowable layouts; voice flows.
Research notes
Short, sourced notes from the research desk.
The framework documents are the canonical output. These notes are how we explain specific findings as they land — citable, short, evergreen where possible.
Research ·
Standards or vocabulary: what is the difference?
The register lists standards other people maintain that we adopt. The vocabulary lists words we had to publish ourselves because schema.org has none. How they differ, how they connect, and how to tell which one you need.
Read note
Research ·
How to see what we have built
Five public addresses you can open today with no account: the standards register, the vocabulary, the source repository, the published standards and a product that uses them, plus three commands to verify the register yourself.
Read note
Research ·
What we have set up: one register for the standards we build on
We keep one public register of the 78 external standards the Bundu, Mukoko and Nyuchi platform builds on, served from one address and pinned by hash. Here is what is built, what is only decided, and why we did it.
Read note
Research ·
Data for machine readers: a proposal to test a notation built for agents
JSON spends a large share of an agent's tokens on structure. A proposal to design and test a contract-first notation for machine readers and authors, as an open standard, with the kill criterion stated before the work begins.
Read note
From research to product
Three audiences. One engineering doctrine.
What we are building toward is Nyuchi and Mukoko surfaces that make the research intuitive at the point of use. Same standards, three audiences.
B2B
Schools, institutions, universities, governments
Nyuchi Africa ships enterprise products on the same engineering doctrine — API platform, identity, payments, geo, medical, logistics, learning. Frameworks become deployments; standards become contractual.
B2C
Learners, professionals, creators
Mukoko is the consumer super-app — Mukoko Events, Weather, News, Kweli and more under one account. Identity, education, commerce, communication. Built for the same African realities the frameworks name.
B2F
Families and households
Shared devices, household fee flows, parent portals over WhatsApp and USSD, family-mode profiles. The framework treats the family as a first-class user, not a fallback case.
Sources we research from
The data spine — pan-African, citable, open.
Every framework cites its full source list at the foot of its document. The categories below are the standing references we consult; specific citations live with each framework and each research note.
- Connectivity and mobile economy
- GSMA Mobile Economy Africa; ITU statistics; Alliance for Affordable Internet (A4AI) Affordability Report; Statista, IDC, Counterpoint for device share.
- Mobile money and fintech
- GSMA Africa State of the Industry Report on Mobile Money; TechAfrica News; TransUnion Digital Fraud Trends in Africa; INTERPOL Africa Cyberthreat Assessment.
- Child protection and online safety
- African Union Child Online Safety and Empowerment Policy; UNICEF + GSMA Africa Taskforce on Child Online Protection; Safe Online / UNICEF ESARO; WeProtect Global Alliance.
- Data protection
- Country statutes — POPIA (ZA), NDPA + NDP Act-GAID (NG), Kenya DPA, Ghana DPA, Rwanda NDGF, Uganda DPPA, POTRAZ (ZW), Egypt PDP Law, Morocco CNDP. AU Malabo Convention.
- Examinations and curricula
- WAEC, NECO, JAMB, KCSE / KNEC, ZIMSEC, NSC / Umalusi, NECTA, UNEB, REB / NESA, NaCCA. Curriculum bodies — KICD, DBE, NERDC, TIE, REB, NCDC, MoPSE.
- African-language AI
- Lelapa AI (InkubaLM); Masakhane NLP; Jacaranda Health (UlizaLlama); ACL Anthology AfricaNLP workshops.
- Demographics
- UN DESA World Population Prospects; UNECA; UNICEF Generation 2030 Africa 2.0; OECD projections; Hoover Institution.
- Tools and platforms
- Learning Equality (Kolibri); Eneza Education, Siyavula, Ubongo, eLimu, African Storybook, Bloom Library — publisher documentation. Africa's Talking — USSD / SMS / Voice / Airtime APIs.
Contribute back. Adopt the standards. Adapt the frameworks.
Built for Africa. Open to the world. If you are a school, institution, university, government, or partner running this research in practice, we want to hear from you.