The Bill & Melinda Gates Foundation warns in its 2026 Goalkeepers report that African economies risk being left behind by an AI revolution trained largely on data that does not reflect the continent. The report highlights that more than 90% of the data used to train early large language models came from English‑language sources.
According to the foundation, this imbalance can lead to AI systems that perform poorly in African languages and local cultural or economic contexts, limiting the ability of African governments, workers and businesses to benefit from automation and advanced data analysis.
To address the gap, the Gates Foundation is committing at least $1 billion over the next two years. The funding will be directed toward:
- developing AI that works across more languages and is tailored to local contexts;
- supporting AI applications in specific sectors such as health, education and agriculture;
- building tools based on local data and conditions;
- ensuring governments, workers and developers have roles in shaping the technologies.
The foundation stresses that financing alone is not sufficient: active participation by African policymakers, developers and workers is necessary to design and deploy AI tools that are relevant and equitable for local needs.
The initiative aims to reduce the structural advantage created by linguistic and data biases and to promote AI solutions aligned with African realities.
(Reporting: Yinka Adegoke — Gates Foundation 2026 Goalkeepers report)
