Start a Digital Inclusion Initiative
This page is for the ambitious few who want to build something new — not just support existing organizations, but create infrastructure for universal AI access at scale.
Chapter 14 of My Adventures With Claude outlines a vision: community AI centers serving the 2.2 billion people without internet access, using offline-capable AI in local languages, funded through multi-stakeholder partnerships.
Below are the practical resources to make that vision real.
Before You Begin
Honest assessment: Starting a global initiative requires:
- Deep expertise in international development, technology, or both
- Existing relationships with potential funders and partners
- Years of runway (this is not a quick project)
- Willingness to fail publicly
Consider first:
- Can you achieve your goals by supporting existing organizations?
- Is there a local or regional gap you could fill without building from scratch?
- Do you have a unique advantage (connections, expertise, resources) that justifies a new initiative?
If the answer is still "I need to build something new," read on.
The Multi-Stakeholder Funding Model
No single entity will fund universal AI access alone. The strategy is blended financing from multiple stakeholder types, each contributing for different reasons.
Stakeholder Types and Their Motivations
| Stakeholder | Why They Fund | What They Contribute | Typical Range |
|---|---|---|---|
| Tech Companies | Market expansion, PR, future users | Cash, technology, expertise | $50-200M |
| Development Banks | Core mission alignment | Loans, grants, technical assistance | $100-400M |
| National Governments | Political benefit, economic development | Infrastructure, personnel, regulatory support | $50-100M per country |
| Telecoms | Future customer base, demand creation | Data subsidies, infrastructure sharing | $50-100M |
| Philanthropic Foundations | Impact at scale | Grants, convening power | $20-50M each |
The Funding Sequence
Phase 1: Anchor Commitment ($200-300M)
You need one major player to commit first. This validates the effort and makes subsequent fundraising dramatically easier.
Best targets:
- Tech companies with AI products seeking emerging market expansion
- Billionaire philanthropists seeking transformative impact
- Emerging market tech giants who see their own populations in the problem
The pitch: "You're building AI for the connected world. We're giving you access to 2.2 billion unconnected people who will become your users. First-mover advantage. Plus, this is the best PR your company will ever get."
Phase 2: Development Bank Partnership ($300-400M)
With anchor funding secured, approach development banks.
Targets: World Bank, Asian Development Bank, African Development Bank, Inter-American Development Bank
The pitch: "This directly advances your core mission — economic development, poverty reduction, health, education — using proven technology at unprecedented scale. And you have a tech sector co-funding partner already committed."
Structure: Development banks don't just give grants. They offer:
- Concessional loans to participating governments
- Technical assistance grants
- Risk guarantees
- Co-financing with bilateral aid agencies
Phase 3: Government Partnerships ($200-300M)
National governments with large rural populations are obvious stakeholders.
Targets: India, Indonesia, Nigeria, Bangladesh, Brazil, Kenya
The pitch: "Your rural populations are falling further behind. This builds human capital, increases agricultural productivity, improves health outcomes — all for less than you spend on failed subsidy programs."
Phase 4: Telecom Partnerships ($100-200M)
This is enlightened self-interest.
The pitch: "We're creating demand for your services. People who've never needed internet will suddenly need it for AI updates, expanded services. This builds your future customer base."
Phase 5: Philanthropic Foundations ($100-200M)
After you have tech, banks, and governments committed, foundations will follow.
Target types:
- Global health foundations (Gates Foundation, Wellcome Trust)
- Education-focused foundations
- Technology-for-good foundations
Impact Investment Prospectus Outline
This is what you bring to funders. Not a business plan — this isn't a for-profit venture. An Impact Investment Prospectus.
Required Sections
1. Problem Statement
- Current state of global connectivity (cite ITU data)
- The AI amplifier effect — why this is urgent now
- Human cost: specific stories and statistics
2. Technical Solution
- Offline AI capabilities (what exists today)
- Hardware requirements and costs
- Language coverage strategy
- Update and maintenance model
3. Implementation Model
- Community center approach vs. individual devices
- Local facilitator training and compensation
- Integration with existing community structures
- Pilot site selection criteria
4. Phased Rollout Plan
- Phase 1: Proof of concept (100 communities, $500K-1M)
- Phase 2: Scalability proof (10,000 communities, $50-100M)
- Phase 3: National scale (partner with governments, $10-20B)
- Phase 4: Universal access ($30-50B over decade)
5. Budget by Phase See budget framework below.
6. Impact Metrics
- Lives improved (define clearly)
- Economic returns (productivity gains, market access)
- Health outcomes (preventable deaths avoided, diagnosis rates)
- Education metrics (literacy, numeracy, completion rates)
7. Risk Analysis and Mitigation
- Political instability
- Technology obsolescence
- Sustainability after initial funding
- Cultural resistance
- Corruption and resource diversion
8. Governance Structure
- Independent nonprofit, internationally chartered
- Board composition (all stakeholder types represented)
- Transparent budgets, public reporting
- Local ownership and control mechanisms
9. Partner Roles and Contributions
- Who does what
- Decision-making authority
- Intellectual property
- Data ownership and privacy
10. Exit to Sustainability
- How it becomes self-funding over time
- Local revenue models
- Government takeover pathways
- Community ownership transition
Budget Framework: Community AI Center
This is the model described in Chapter 14 — one solar-powered room with 5-10 tablets running offline AI, serving 500-1,000 people.
Setup Costs (Per Center)
| Item | Cost | Notes |
|---|---|---|
| Building/renovation | $1,000-2,000 | Varies by location; may use existing structure |
| Solar power system | $500-1,000 | Panels, battery, inverter for off-grid |
| Tablets (5-10) | $1,500-3,000 | Budget Android devices, $150-300 each |
| Networking equipment | $200-500 | Local mesh, occasional sync capability |
| Furniture and fixtures | $300-500 | Tables, chairs, security |
| AI model setup | $200-500 | Initial download, configuration |
| Training materials | $100-200 | Facilitator guides, user materials |
| Total Setup | $3,800-7,700 | Average ~$5,000 |
Annual Operating Costs (Per Center)
| Item | Cost | Notes |
|---|---|---|
| Local facilitator salary | $600-1,200 | Part-time, varies by country |
| Equipment maintenance | $200-400 | Repairs, replacements |
| Connectivity (periodic) | $100-300 | For model updates, syncing |
| Supplies | $50-100 | Paper, cleaning, misc |
| Total Annual | $950-2,000 | Average ~$1,000 |
Scale Economics
| Scale | Centers | Setup Cost | Annual Cost | People Served |
|---|---|---|---|---|
| Pilot | 100 | $500K | $100K | 50,000-100,000 |
| Regional | 10,000 | $50M | $10M | 5-10 million |
| National (India) | 600,000 | $3B | $600M | 300-600 million |
| Global | 3-6 million | $15-30B | $3-6B | 2.2 billion |
Proposal Templates and Resources
Official Development Bank Resources
- World Bank Funding Proposal Template (PDF) — Official template for World Bank applications
- World Bank Knowledge for Change Program — "AI for Development" is a 2024 priority area
- World Bank PPP Model RFP — For public-private partnership structures
Impact Investment Resources
- Social Impact Architects - Nonprofit Prospectus Guide — How to think like an investor
- Funding for Good - Prospectus vs Strategic Plan — Understanding the distinction
- fundsforNGOs - Writing Proposals for Impact Investment — Practical guide
Multi-Stakeholder Partnership Resources
- The Partnering Initiative - Introduction to MSPs (PDF) — Comprehensive framework
- Cobrief - PPP Financing Proposal Template — Free template with structure
- UN - Global Multi-stakeholder Partnerships (PDF) — Background paper
Digital Inclusion Specific
- fundsforNGOs - Bridging the Digital Divide Sample Proposal — Full example
- fundsforNGOs - Digital Literacy Program Proposal — Community-focused template
- RCAP - Obtaining Infrastructure Funding — Rural community focus
Key Contacts and Entry Points
Development Banks
| Institution | Entry Point | Focus Areas |
|---|---|---|
| World Bank | Knowledge for Change Program | AI for Development, Digital Transformation |
| IFC (World Bank Group) | Digital Infrastructure team | Private sector digital projects |
| Asian Development Bank | Digital Technology for Development | Asia-Pacific focus |
| African Development Bank | Digital and Technology Division | African continent |
Multi-Stakeholder Platforms
| Platform | What They Do | How to Engage |
|---|---|---|
| EDISON Alliance | 200+ partners, 1B+ lives impacted | Apply to join as partner |
| Broadband Commission | ITU/UNESCO initiative | Attend public events, submit research |
| GSMA | Mobile industry association | Connected Society program |
Philanthropic Networks
| Network | Focus | Entry Point |
|---|---|---|
| Co-Impact | Systems change at scale | Apply for funding |
| Omidyar Network | Tech for social good | Submit proposal |
| Skoll Foundation | Social entrepreneurs | Skoll World Forum |
Timeline to Launch
Months 1-3: Foundation
- Assemble founding team (you need a CEO, CTO, and someone with development sector relationships)
- Develop detailed plan using frameworks above
- Identify 3-5 pilot countries/regions
- Establish legal entity (recommend international nonprofit)
Months 4-9: Anchor Commitment
- Pitch major tech companies and philanthropists
- Refine based on feedback
- Secure first $200-300M commitment
- Announce publicly to build momentum
Months 10-15: Coalition Building
- Approach development banks with tech partner committed
- Negotiate with national governments
- Engage telecom companies
- Build foundation coalition
Months 16-18: Launch
- Final commitments secured
- Governance structure finalized
- Launch Phase 1 pilots
Total time to $1B and operational pilots: 18-24 months — if you have the right founding team and initial validation.
Realistic Assessment
What makes this possible:
- Technology exists RIGHT NOW
- Cost is manageable (~$50B over 10 years = a rounding error globally)
- Offline AI works
- Community models are proven (libraries, health clinics, telecenters)
- Mobile money infrastructure exists in key regions
What makes it hard:
- Political will is lacking
- No coordination between tech sector, development sector, governments
- Treated as "charity" not "critical infrastructure"
- Some governments actively hostile to informed populations
- 100+ languages need coverage
- Ongoing funding (not just setup)
The real barrier: This is SOLVABLE but not PROFITABLE in the short term. It requires treating AI access like we treated universal literacy in the 20th century — as a public good, a human right, critical infrastructure.
The question isn't "Can this be funded?" It's "Who has the vision to be first?"
Return to AI for All main page or Organizations Working on Universal AI Access.