By Raylenne Kambua |
In August 2026, the Collaboration on International ICT Policy for East and Southern Africa (CIPESA) submitted a detailed set of recommendations to the Committee on the Draft Kenya Artificial Intelligence (AI) and Other Emerging Technologies Policy, 2026. The submission calls for closer alignment of Kenya’s policy with regional and international AI frameworks, alongside stronger protections for fundamental human rights.
The submission emphasises the need for Kenya to strike a balance between its aspirations for AI governance and strong safeguards that protect human rights, people, and democratic values. Without these, the nation risks developing systems that are innovative but exclusive, unfair, and harmful.
CIPESA argues that since Kenya is simultaneously advancing multiple AI-related processes, including a national AI strategy, a proposed AI Bill, and this draft AI policy, there is a need to align and harmonise the different proposed frameworks to ensure coherence and mitigate the risks of duplication and contradictory provisions.
For example, under section 3.5.1, the Policy commits the government to develop a dedicated AI and other Emerging Technologies Governance Act to provide the legal framework for its governance in Kenya, including the establishment, powers, and functions of the Council, without acknowledging that a similar Bill is already before the Senate.
Kenya’s policy direction is influenced by constitutional obligations as well as wider regional and international commitments that underscore the importance of human rights, accountability, transparency, and inclusiveness. According to CIPESA’s submission, Kenya should incorporate these principles into legally binding policy measures rather than just mentioning them.
The submission further encourages collaboration within the East African region and across the African continent, pointing to the value of shared standards, combined knowledge, and coordinated advocacy in strengthening governance outcomes.
CIPESA’s Navigating the Implications of AI in Kenya report also highlights that AI is reshaping digital participation, information access, and democracy in Kenya. In the absence of explicit protections and clear safeguards, AI systems can perpetuate discrimination, facilitate surveillance, violate people’s right to privacy, restrict freedom of expression, and undermine livelihoods. A rights-based approach that includes mandatory human rights impact assessments will ensure that potential harms are identified and mitigated before systems are deployed.
While the draft policy outlines institutional structures and governance ambitions, CIPESA argues that effective oversight will depend on institutional independence, clear powers, and meaningful accountability. The submission raises concerns about the proposed AI Council’s institutional independence and recommends giving it explicit authority to audit, obtain information, enforce compliance, and report directly to Parliament.
In automated systems, decision-making processes are often opaque and distributed across multiple actors. CIPESA therefore recommends clearly defining responsibilities and liability so that individuals harmed by AI systems have effective redress mechanisms.
Effective AI governance requires technical expertise, resources, and coordination across multiple agencies, yet many institutions in Kenya remain under-resourced. Therefore, proposed governance frameworks should be realistic about the state’s ability to implement and enforce stronger oversight mechanisms by investing in institutional capacity and talent retention.
According to CIPESA’s research, AI content moderation on major platforms is built largely for the Global North, with low-resource African languages. Many AI systems deployed in African contexts are trained on datasets that do not reflect local realities, leading to biased outcomes with direct implications for fairness, inclusion, and accuracy. This necessitates strong local data ecosystems and locally relevant content moderation systems and languages.
Kenya’s 2025 High Court ruling on the Worldcoin iris-scanning project affirmed the need for stronger data protection measures and integration with AI-specific legislation. According to CIPESA, incorporating pre-deployment oversight would transform AI governance from a reactive to a proactive model, particularly regarding sensitive biometric data.
AI systems are resource-intensive, consuming a lot of energy and requiring large amounts of water for data centre cooling. They also emit carbon and ultimately contribute to electronic waste. The submission recommends environmentally sustainable approaches, including independent third-party verification of environmental disclosures and publication of verified information in the public Registry.
The African Union AI Strategy identifies disinformation as a distinct risk. AI can influence public discourse by deciding which information is promoted, suppressed, or amplified. Disinformation, manipulation, targeted harassment, technology-facilitated gender-based violence (TFGBV), and AI-generated deepfakes can create particular risks in civic and democratic spaces, with disproportionate effects on women and other vulnerable groups. CIPESA proposes explicit recognition of these threats, implementation of gender impact assessments for high-risk systems, and stronger oversight of AI use in elections, political advertising, and content moderation.
Another recommendation is the inclusion of civil society representation at the steering committee, which is the top decision-making level. This is to ensure meaningful participation and alignment with the African Union AI Strategy and the UNESCO Recommendation on the Ethics of AI, which call for inclusive, multi-stakeholder involvement in AI governance, especially where major decisions are made.
Inclusion and public participation also require accessible language and processes that enable broader public engagement with what are often complex and technical issues, through investments in digital literacy and public awareness.
The submission further underscores the importance of labour rights and the often invisible workforce behind AI systems, many of whom work in unfavourable conditions. By highlighting the need for fair labour standards, protections, and recognition of data work, CIPESA also recommends including the workforce that sustains AI ecosystems in high-level policy discussions.
Explainability and transparency are essential to accountable AI governance. For people to trust AI systems, they need to understand how AI-driven decisions are made and contest results they believe to be unfair. To prevent AI systems from being treated as black boxes beyond public scrutiny, there must be clear documentation, disclosure standards, and rights to explanation. This builds accountability and trust, especially in high-risk sectors like public services, healthcare, and finance.
Finally, CIPESA highlights the necessity of continuous policy review and adaptation, emphasising that governance frameworks must remain adaptable and responsive as AI technologies evolve quickly. This includes establishing mechanisms for periodic review, stakeholder feedback, and iterative policy development to ensure that regulations remain relevant and effective over time.
CIPESA’s recommendations provide a mechanism to close the gap between ambition and accountability as Kenya works to finalise its AI policy. The decisions made at this point will influence not only the development, deployment, and application of AI but also the distribution of its benefits and risks.
Key recommendations from CIPESA:
- Align Kenya’s AI policy and legislation to avoid duplication and conflicting provisions.
- Make human rights and gender impact assessments mandatory for high-risk AI systems.
- Strengthen the independence and powers of AI oversight institutions, including audit, enforcement, and redress.
- Protect workers across the AI value chain, including data annotators and content moderators.
- Require environmental accountability for AI, including disclosure and independent verification of energy, water, emissions, and e-waste impacts.
- Ensure transparency and meaningful participation, including stronger safeguards for AI-generated political content and a formal role for civil society in AI governance.
Read the full submission here: CIPESA Submission on Kenya’s Draft AI and Emerging Technologies Policy.