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LINGUA Africa Open Call for Inclusive AI Language Projects

US: Humanities Research Centers on Artificial Intelligence Program (Up to $750,000)

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Deadline: 15-Jun-2026

The LINGUA Africa Open Call for Inclusive AI Language Projects supports initiatives that improve representation of African languages in artificial intelligence systems. Led by Microsoft AI for Good Lab in collaboration with the Gates Foundation, Masakhane African Languages Hub, and Google.org, the program funds projects focused on language datasets, AI models and tools, and real-world applications that increase digital inclusion across Africa.

About the LINGUA Africa Open Call

The LINGUA Africa initiative addresses a major challenge in artificial intelligence: the underrepresentation of African languages in modern digital systems. Many African languages currently lack sufficient datasets, tools, and AI infrastructure, limiting access to digital services such as healthcare information, education platforms, financial services, and public-sector resources.

The initiative seeks to build stronger language ecosystems that allow African languages to become part of the future of AI rather than remain excluded from technological progress.

The program encourages projects that combine language preservation, AI development, community participation, and practical impact.

Program Focus Areas

The initiative supports projects across multiple areas of AI language development.

Priority areas include:

  • Data creation for African languages
  • Language data curation and documentation
  • Translation and multilingual resources
  • Data validation and quality improvement
  • Open licensing of datasets
  • Development of AI models
  • Language benchmarks and evaluation systems
  • Technical tools and infrastructure
  • Community participation and collaboration
  • Real-world AI deployment
  • Sustainable digital inclusion strategies

Priority Sectors for Impact

Projects are expected to create measurable social or economic impact.

Priority sectors include:

  • Education and learning systems
  • Healthcare and health information access
  • Agriculture and farming support
  • Financial inclusion services
  • Civic engagement platforms
  • Government and public services

Why This Initiative Matters

Thousands of African languages remain poorly represented in AI systems.

This creates challenges such as:

  • Limited access to digital content in local languages
  • Reduced availability of healthcare information
  • Barriers to education technology adoption
  • Exclusion from financial technologies
  • Limited access to government services
  • Reduced digital participation for local communities

By improving language representation, AI systems can become more inclusive, equitable, and useful for millions of people.

The initiative also supports broader goals such as:

Funding Categories and Support Available

The program offers different funding levels depending on project type.

Data Creation Projects

Support includes:

  • Funding of up to USD 50,000
  • Compute support through cloud resources

Suitable activities may include:

  • Dataset collection
  • Annotation
  • Translation
  • Validation
  • Documentation

Model and Tool Development Projects

Support includes:

  • Funding of up to USD 100,000
  • Technical infrastructure assistance
  • Cloud compute support

Suitable activities may include:

  • Language models
  • AI tools
  • Evaluation systems
  • Technical frameworks

Sectoral Application Projects

Support includes:

  • Funding of up to USD 250,000
  • Technical collaboration
  • Compute support through Azure and Google Cloud Platform

Suitable activities may include:

  • AI healthcare applications
  • Educational tools
  • Agriculture platforms
  • Public service solutions

Additional Benefits for Selected Projects

Successful applicants may receive:

  • Technical collaboration from Microsoft AI for Good Lab
  • Cloud compute credits
  • Access to Azure resources
  • Access to Google Cloud Platform resources
  • Ecosystem support
  • Networking opportunities
  • Collaboration with language and AI communities

Who is Eligible?

Eligible applicants include:

  • Nonprofit organizations
  • Universities
  • Research institutions
  • Social enterprises
  • Cultural organizations
  • Startups
  • Consortia and partnerships

International organizations can also apply.

However, they should demonstrate:

  • Meaningful partnerships with African institutions
  • Community engagement
  • Local collaboration mechanisms
  • Clear benefits for African language communities

Proposal Requirements

Applicants should clearly define:

  • Target language communities
  • Intended beneficiaries
  • Expected impact
  • Sustainability plans
  • Collaboration approach
  • Implementation strategy
  • Resource-sharing plans

Projects should also explain:

  • How outputs will be openly licensed
  • How datasets or tools can be reused
  • Long-term impact pathways

How to Apply

Applicants can follow these steps:

Step 1: Identify the Problem

Define the language challenge being addressed and explain why it matters.

Examples include:

  • Lack of datasets
  • Missing translation resources
  • Limited AI tools
  • Weak language representation

Step 2: Select the Appropriate Funding Category

Determine whether the proposal focuses on:

  • Data creation
  • Model or tool development
  • Sectoral applications

Step 3: Build Partnerships

Develop collaborations with:

  • African institutions
  • Local communities
  • Researchers
  • Technology organizations

Step 4: Develop an Impact Plan

Clearly explain:

  • Beneficiaries
  • Outcomes
  • Long-term value
  • Sustainability strategy

Step 5: Prepare Resource Sharing Strategy

Describe how project outputs will be openly shared and reused.

Step 6: Submit the Proposal

Complete and submit the required application materials according to program guidelines.

Common Mistakes to Avoid

Applicants should avoid:

  • Weak community involvement
  • Undefined beneficiary groups
  • Lack of sustainability planning
  • Closed or restricted resource models
  • Poor collaboration strategies
  • Unclear impact measurement
  • Limited implementation pathways

Frequently Asked Questions (FAQs)

1. What is the goal of the LINGUA Africa Open Call?

The program aims to improve African language representation within AI systems and expand digital inclusion.

2. Who can apply?

Eligible applicants include nonprofits, universities, startups, research institutes, social enterprises, cultural organizations, and partnerships.

3. Can organizations outside Africa apply?

Yes. International organizations may apply if they demonstrate meaningful partnerships with Africa-based institutions or communities.

4. How much funding is available?

Funding ranges include:

  • Up to USD 50,000 for data projects
  • Up to USD 100,000 for model and tool projects
  • Up to USD 250,000 for sectoral applications

5. What sectors are prioritized?

Priority sectors include healthcare, education, agriculture, financial inclusion, civic services, and government services.

6. Are applicants required to share project outputs?

Yes. The initiative strongly encourages open licensing and resource sharing.

7. What additional support is available besides funding?

Selected projects may receive cloud compute credits, technical collaboration, and broader ecosystem support.

Conclusion

The LINGUA Africa Open Call represents a major effort to strengthen African language inclusion in artificial intelligence systems. By funding language resources, AI tools, and practical applications, the initiative seeks to build a more equitable digital future where speakers of underrepresented African languages can access essential services and participate fully in the evolving AI ecosystem.

For more information, visit Microsoft.

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