Africa AI Governance Index 2026 · Country profile on AI governance

Country Profile on AI Governance: South Africa

South Africa scores 2.10 out of 4 on the Africa AI Governance Index 2026. It sits in the Developing tier and ranks 13 of 54 states.

Region
Southern Africa
Version
1.2 · 7 October 2026
Evidence reference date
30 June 2026
Overview

South Africa at a glance

How to read this profile

The Index is diagnostic. It measures formal governance instruments, not capability. Composite differences under about 0.1 are not meaningful.

Country

Population (2024)
64.0 million
Region
Southern Africa
Regional economic communities
Southern African Development Community
Geography
Coastal, 11 international submarine cable systems in service

Governance status

  • National AI strategy S1.1

    2 / 4

  • Data protection law G2.2

    4 / 4

  • AI regulatory body G2.5

    2 / 4

  • Malabo Convention ratification G2.7

    0 / 4

  • Kigali Declaration endorsement R7.2

    3 / 4

Scores are indicator scores on the 0–4 key in the method section, not maturity tiers.

Headline assessment

South Africa scores 2.10 out of 4 on the Africa AI Governance Index 2026. It sits in the Developing tier and ranks 13 of 54 states. The score rests on 79 of 80 indicators scored from the fellow country profile. The strongest pillar is Infrastructure & Data (3.00). The weakest is Implementation & Impact (1.10). The Southern Africa mean is 1.49. The mean for all 54 states is 1.33.

Strongest pillar
Infrastructure & Data3.00 / 4Established
Weakest pillar
Implementation & Impact1.10 / 4Emerging

Indicators scored: 79 / 80

Pillar scores

Pillar scores at a glance

Each pillar is scored from 0 to 4 as the mean of its scored indicators.

Bar chart of South Africa's eight pillar scores out of 4, compared with the Southern Africa mean and the mean of all 54 states. The same figures are listed beside each bar and in the table below.
  • South Africa score
  • Southern Africa mean
  • All 54 states mean
  1. P1Strategy & Vision
    1.80Emerging

    Southern Africa: 2.04
    All 54 states: 1.76

  2. P2Governance & Regulation
    1.90Emerging

    Southern Africa: 1.43
    All 54 states: 1.32

  3. P3Infrastructure & Data
    3.00Established

    Southern Africa: 1.77
    All 54 states: 1.51

  4. P4Human Capital
    2.50Developing

    Southern Africa: 1.40
    All 54 states: 1.20

  5. P5Innovation & Ecosystem
    2.00Developing

    Southern Africa: 1.16
    All 54 states: 1.05

  6. P6Ethics & Inclusion
    1.80Emerging

    Southern Africa: 1.48
    All 54 states: 1.26

  7. P7Regional Integration
    2.30Developing

    Southern Africa: 1.62
    All 54 states: 1.55

  8. P8Implementation & Impact
    1.10Emerging

    Southern Africa: 0.70
    All 54 states: 0.78

  9. Composite (weighted)
    2.10Developing

    Southern Africa: 1.49
    All 54 states: 1.33

View the pillar scores as a table
South Africa pillar scores on the Africa AI Governance Index 2026
PillarBasisWeightScore (0–4)MaturitySouthern Africa meanAfrica mean
P1 Strategy & VisionMean of 10/10 indicators15%1.80Emerging2.041.76
P2 Governance & RegulationMean of 10/10 indicators15%1.90Emerging1.431.32
P3 Infrastructure & DataMean of 9/10 indicators15%3.00Established1.771.51
P4 Human CapitalMean of 10/10 indicators15%2.50Developing1.401.20
P5 Innovation & EcosystemMean of 10/10 indicators10%2.00Developing1.161.05
P6 Ethics & InclusionMean of 10/10 indicators10%1.80Emerging1.481.26
P7 Regional IntegrationMean of 10/10 indicators10%2.30Developing1.621.55
P8 Implementation & ImpactMean of 10/10 indicators10%1.10Emerging0.700.78
Composite (weighted)—100%2.10Developing1.491.33
Country report

What the scores say about South Africa

South Africa scores 2.10 out of 4 on the Africa AI Governance Index 2026, in the Developing tier, and ranks 13 of 54. The Index scores 79 of its 80 indicators. The strongest pillar is Infrastructure and Data at 3.00 and the weakest is Implementation and Impact at 1.10. The composite sits above the Southern Africa mean of 1.49 and the Africa mean of 1.33. The evidence explains the profile: data centres, cloud regions and an enforced data protection law score high, while the country has no adopted national AI policy. A draft policy gazetted on 10 April 2026 was withdrawn on 26 April 2026, and only the 2024 Framework stands.

P1Strategy & Vision1.80 / 4Emerging

Strategy and Vision scores 1.80, in the Emerging tier, with all 10 indicators scored. The National AI Policy Framework was published in August 2024 (S1.1, score 2). A Draft National AI Policy was gazetted on 10 April 2026 and withdrawn on 26 April 2026 over fabricated, AI-hallucinated references. In May 2026 a 7-member expert panel was appointed to redraft it, with a revised draft due to Cabinet in November 2026. No binding national AI policy is adopted (S1.2, score 0). President Ramaphosa established the G20 Task Force on AI during the 2025 G20 Presidency (S1.3, score 3). The Framework drew 32 submissions (S1.6, score 3). No monitoring framework or scheduled review mechanism is operational (S1.9, S1.10, each score 1).

See the 10 indicators for Strategy & Vision

P2Governance & Regulation1.90 / 4Emerging

Governance and Regulation scores 1.90, in the Emerging tier, with all 10 indicators scored. The Protection of Personal Information Act of 2013 has been fully in force since 1 July 2021, and the Information Regulator enforces it (G2.2, score 4). The Regulator reports 92 filled positions and about $7.5 million for 2025/2026 (G2.4, score 3). It has no dedicated AI mandate, although section 71 of the Act governs automated decision-making (G2.3, score 2). No standing AI regulator is operational (G2.5, score 2). Enforcement includes a first administrative fine of R5m, but no AI-specific action (G2.8, score 1). No AI-specific copyright amendment is enacted (G2.10, score 1). South Africa has not signed or ratified the Malabo Convention (G2.7, score 0).

See the 10 indicators for Governance & Regulation

P3Infrastructure & Data3.00 / 4Established

Infrastructure and Data scores 3.00, in the Established tier, with 9 of 10 indicators scored. AWS, Microsoft Azure and Google Cloud operate local cloud regions (I3.5, score 4). The fellow counts approximately 10 international submarine cables; the scoring basis counts 11 cable systems (I3.3, score 4). South Africa hosts more than half of the continent's colocation capacity (I3.1, score 3). The Centre for High Performance Computing operates the national Lengau supercomputer (I3.6, score 3). Section 72 of the Protection of Personal Information Act governs cross-border transfers (I3.8, score 3). The National Data and Cloud Policy of 2024 addresses data residency (I3.7, score 2). Foreign AI surveillance spending is a context flag and is not scored (I3.9).

See the 10 indicators for Infrastructure & Data

P4Human Capital2.50 / 4Developing

Human Capital scores 2.50, in the Developing tier, with all 10 indicators scored. The fellow records the strongest AI research concentration in sub-Saharan Africa, though no per-million researcher figure is published (H4.1, score 4). Publications stand at 16.05 per million people (H4.4, score 4). Dedicated AI degrees exist at Sol Plaatje, Wits, Stellenbosch and other universities (H4.3, score 3). A Coding and Robotics curriculum, piloted in 2023, is being phased in across Grades R to 9 (H4.6, score 3). Government-supported AI skilling runs mostly at pilot scale (H4.7, score 3). The Information Regulator reports no AI-skilled headcount, AI patent filings are low and no AI labour transition policy is adopted (H4.2, H4.5, H4.8, each score 1).

See the 10 indicators for Human Capital

P5Innovation & Ecosystem2.00 / 4Developing

Innovation and Ecosystem scores 2.00, in the Developing tier, with all 10 indicators scored. The fellow records several hundred firms with AI components, with no exact count published (N5.1, score 3). SABS operates a national mirror committee to ISO/IEC JTC1 SC42 (N5.8, score 3). Universities and industry collaborate through CAIR, CSIR and joint programmes (N5.10, score 3). The IFWG Regulatory Sandbox is active for fintech, including AI use cases, but no AI-specific sandbox exists (N5.4, score 2). AI safety evaluation capacity sits in academia, with no accredited national laboratory (N5.6, score 2). Government AI procurement is ad hoc (N5.5, score 1). ISO/IEC 42001 adoption is early (N5.7, score 1), and AI risk guidance is voluntary (N5.9, score 1).

See the 10 indicators for Innovation & Ecosystem

P6Ethics & Inclusion1.80 / 4Emerging

Ethics and Inclusion scores 1.80, in the Emerging tier, with all 10 indicators scored. South Africa endorsed the United Nations Educational, Scientific and Cultural Organization Recommendation on the Ethics of AI (E6.7, score 3). Data subjects can challenge automated decisions under section 71 of the Protection of Personal Information Act and complain to the Information Regulator (E6.4, score 2). Ordinary courts have begun to handle AI-related matters (E6.5, score 2). Bias mitigation rests on voluntary guidance (E6.2, score 2). The Framework and draft policy reference Ubuntu (E6.9, score 2). No AI-specific transparency mandate exists (E6.3, score 1), impact assessment guidance is voluntary (E6.1, score 1), and no standing national AI advisory body operates (E6.6, score 1).

See the 10 indicators for Ethics & Inclusion

P7Regional Integration2.30 / 4Developing

Regional Integration scores 2.30, in the Developing tier, with all 10 indicators scored. As 2025 G20 President, South Africa established and chaired the G20 Task Force on AI, Data Governance and Innovation (R7.10, score 4). It contributed to the African Union Continental AI Strategy (R7.1, score 3) and endorsed the Africa Declaration on Artificial Intelligence in Kigali on 4 April 2025 (R7.2, score 3). For the 2024 elections the IEC issued a Framework of Cooperation with Google, Meta and TikTok; no AI election legislation exists (R7.5, score 2). The fellow documents at least 2 AI disinformation incidents in 2024 (R7.7, score 3). No Southern African Development Community AI coordination mechanism or AI-specific cross-border agreement exists (R7.3, R7.4, each score 1).

See the 10 indicators for Regional Integration

P8Implementation & Impact1.10 / 4Emerging

Implementation and Impact scores 1.10, in the Emerging tier, with all 10 indicators scored. The SARB Prudential Authority and FSCA published a joint report on AI in the financial sector on 24 November 2025 (M8.7, score 2). AI work is funded within the DCDT/ICT vote, with no dedicated disbursement reported (M8.1, score 2). Health AI guidelines are under discussion (M8.2, score 2). SAHPRA keeps no separate AI device approval series (M8.3, score 1). Agriculture and education have no national AI instrument in force (M8.6, M8.8, each score 1). World Health Organization AI guidance is not formally adopted (M8.10, score 1). No government AI system registry or monitoring report has been published (M8.4, M8.5, each score 0).

See the 10 indicators for Implementation & Impact

Indicator evidence

Evidence by pillar

Evidence and score for each of the 80 indicators, with sources. Scores use the 0–4 indicator score key in the method section, which is a different scale from the maturity tiers. “Not scored” means nothing could be determined, or a score had no supporting evidence: the indicator is left out of the pillar mean rather than counted as 0. “N/A” and “Context only” sit outside the score.

P1 · Weight 15% of composite

Strategy & Vision

1.80 / 4Emerging

Mean of all 10 indicator scores. Southern Africa mean 2.04 · all 54 states mean 1.76.

  1. S1.1

    National AI strategy existence

    Score 2 / 4

    National AI Policy Framework published Aug 2024. A full Draft National AI Policy was gazetted 10 Apr 2026 for public comment but was WITHDRAWN on 26 Apr 2026 after it was found to contain fabricated, AI-hallucinated references (two officials suspended). In May 2026, a 7-member expert panel chaired by Prof Benjamin Rosman (Wits) was appointed to redraft the report due Aug 2026, revised draft to Cabinet Nov 2026, public comment targeted early 2027. As of Jun 2026 only the 2024 Framework stands; no binding national AI policy is adopted.

    Note: Framework adopted (2024); full policy absent, draft withdrawn Apr 2026; expert panel redrafting (Cabinet target Nov 2026).

    Sources gov.za (opens in a new tab)

  2. S1.2

    Strategy adoption date

    Score 0 / 4

    Policy Framework formally published Aug 2024. Full National AI Policy: not yet adopted (draft 09 Apr 2026).

    Note: Only the 2024 Framework is adopted; full National AI Policy not adopted (draft withdrawn Apr 2026).

    Scoring basis Threshold applied. Raw value: none (adoption date). No formally adopted national AI strategy. Raw value read from the evidence: "Full National AI Policy: not yet adopted (draft 09 Apr 2026)." [notes say the Aug 2024 Policy Framework is "adopted"; could be read as 2024-08]. Checked against the evidence on 7 October 2026: confirmed.

    Sources ellipsis.co.za (opens in a new tab)

  3. S1.3

    Political commitment signals

    Score 3 / 4

    Strong senior political commitment: President Ramaphosa announced and established the G20 Task Force on AI during SA's 2025 G20 Presidency; Minister of Communications & Digital Technologies Solly Malatsi opened the G20 AI Task Force (Cape Town, Sep 2025) and the 2024 National AI Government Summit.

    Note: Formal ministerial statements plus presidential/institutional action via the G20.

    Sources weforum.org (opens in a new tab)

  4. S1.4

    Dedicated AI budget allocation

    Score 2 / 4

    National AI governance budget identified. AI work funded within DCDT/ICT and university AI hubs.

    Note: Embedded in ICT budget.

    Sources oecd.ai (opens in a new tab)

  5. S1.5

    AU Continental AI Strategy alignment

    Score 2 / 4

    SA led the AU AI blueprint (2021) and contributed to the AU Continental AI Strategy (2024), which references continental alignment.

    Note: Partial alignment, no completed formal alignment process yet.

    Sources au.int (opens in a new tab)

  6. S1.6

    Multi-stakeholder consultation

    Score 3 / 4

    AI Summit (Apr 2024) engaged industry, academia and civil society, 32 submissions on the Framework, Draft Policy open for public comment.

    Note: Formal consultation with ongoing comment mechanism.

    Sources derebus.org.za (opens in a new tab)

  7. S1.7

    Sector prioritisation

    Score 2 / 4

    The 2024 National AI Policy Framework names priority sectors for AI public-value creation, healthcare, education, financial services, agriculture and public services, but without detailed per-sector roadmaps or targets.

    Note: Specific sectors named; detailed sector roadmaps not yet published.

    Sources techpolicy.press (opens in a new tab)

  8. S1.8

    Implementation roadmap

    Score 2 / 4

    Draft policy describes a phased adoption approach with implementation projected 2027/2028, Framework itself is high-level.

    Note: Phased plan, accountability/milestones not yet detailed.

    Sources fasken.com (opens in a new tab)

  9. S1.9

    Monitoring and evaluation framework

    Score 1 / 4

    The systematic M&E framework is not operational.

    Note: No operational M&E framework; M&E mechanisms only proposed in policy documents.

    Sources dcdt.gov.za (opens in a new tab)

  10. S1.10

    Strategy review mechanism

    Score 1 / 4

    The draft policy uses deliberately open-ended language to allow iterative engagement, but there is no formalised, scheduled review mechanism yet.

    Note: Ad hoc / adaptive intent.

    Sources ellipsis.co.za (opens in a new tab)

P2 · Weight 15% of composite

Governance & Regulation

1.90 / 4Emerging

Mean of all 10 indicator scores. Southern Africa mean 1.43 · all 54 states mean 1.32.

  1. G2.1

    AI-specific legislation

    Score 2 / 4

    Draft National AI Policy (Apr 2026) is a precursor to possible future AI law/Act. Existing laws (POPIA, ECTA, Cybercrimes Act) apply to AI indirectly.

    Note: AI law under discussion via the policy process.

    Sources gov.za (opens in a new tab)

  2. G2.2

    Data protection law status

    Score 4 / 4

    Protection of Personal Information Act (POPIA, 2013) fully in force since 1 Jul 2021; actively enforced by the Information Regulator.

    Note: Enforced with operational DPA.

    Sources popia.co.za (opens in a new tab)

  3. G2.3

    DPA AI mandate

    Score 2 / 4

    Information Regulator has no dedicated AI mandate, but POPIA s71 governs automated decision-making and the Regulator engages on data-driven processing.

    Note: DPA exists; AI engagement informal / via automated-decision provisions.

    Sources popia.co.za (opens in a new tab)

  4. G2.4

    DPA staffing and budget

    Score 3 / 4

    Information Regulator funded via the Justice (DOJ&CD) vote. 92 filled positions, headcount, and ~$7.5 million in the 2025/2026 financial year.

    Note: Operational, state-funded DPA with disclosed staffing/budget; ~92 filled posts and ~USD 7.5m (2025/26).

    Scoring basis Threshold applied. Raw value: 92 (FTE staff).

    Sources itweb.co.za (opens in a new tab)

  5. G2.5

    AI regulatory body existence

    Score 2 / 4

    Formal process toward a dedicated AI governance architecture is underway. The bodies proposed in the withdrawn draft (AI Commission, AI Ethics Board, AI Regulatory Authority, AI Ombudsperson, National AI Safety Institute) lapsed with that draft, but in May 2026 Minister Malatsi appointed a 7-member expert panel (chaired by Prof Benjamin Rosman, Wits MIND Institute) to design and redraft the national AI policy and its institutional model, with a revised draft due to Cabinet by Nov 2026. No standing AI regulator is operational yet.

    Note: Institution under formation; Rosman expert panel appointed May 2026, revised draft to Cabinet Nov 2026.

    Sources timeslive.co.za (opens in a new tab)

  6. G2.6

    Institutional design model

    Score 2 / 4

    De facto model is DPA-led (Information Regulator) plus sector regulators (ICASA, SARB, FSCA). Draft policy signals a move toward a hybrid/cross-sectoral model.

    Note: Hybrid co-regulatory model emerging but nascent.

    Sources gov.za (opens in a new tab)

  7. G2.7

    Malabo Convention ratification

    Score 0 / 4

    South Africa has neither signed nor ratified the AU Malabo Convention, citing compatibility with existing national law (POPIA).

    Note: Neither signed nor ratified the AU Malabo Convention.

    Sources diplomacy.edu (opens in a new tab)

  8. G2.8

    Enforcement actions taken

    Score 1 / 4

    Robust POPIA enforcement (enforcement notices, first administrative fine of R5m vs DOJ&CD, WhatsApp settlement) but no AI-specific enforcement action, courts have flagged AI-hallucinated citations.

    Note: Data-protection enforcement strong, AI-specific actions only emerging.

    Sources seesa.co.za (opens in a new tab)

  9. G2.9

    Extraterritorial provisions

    Score 2 / 4

    POPIA applies extraterritorially to processing using means located in SA, covering some foreign-operated systems, not AI-specific.

    Note: Partial coverage via data-protection law.

    Sources insideprivacy.com (opens in a new tab)

  10. G2.10

    IP framework for AI

    Score 1 / 4

    SA Copyright Act already recognises computer-generated works, AI-specific IP review tied to the long-delayed Copyright Amendment Bill, no AI-specific amendments enacted.

    Note: Review initiated, pre-existing computer-generated-work provision.

    Sources recordinglaw.com (opens in a new tab)

P3 · Weight 15% of composite

Infrastructure & Data

3.00 / 4Established

Mean of the 9 scored indicators; 1 carries no score. Southern Africa mean 1.77 · all 54 states mean 1.51.

No score: 1 context only.

  1. I3.1

    Data center count

    Score 3 / 4

    South Africa is the largest data-centre market in Africa, hosting more than half of the continent's colocation capacity (Teraco, Africa Data Centres, Vantage, NTT, Open Access, Equinix).

    Note: Largest data-centre market in Africa (>50% of continental colocation capacity).

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources arizton.com (opens in a new tab)

  2. I3.2

    Data center capacity (MW)

    Score 3 / 4

    Operational capacity in the hundreds of MW and rising rapidly; Teraco alone has 200MW+ in the pipeline; concentrated in Johannesburg and Cape Town.

    Note: Hundreds of MW operational and rising; concentrated in Johannesburg and Cape Town.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources arizton.com (opens in a new tab)

  3. I3.3

    Submarine cable landing points

    Score 4 / 4

    Approximately 10 international submarine cables (e.g., Equiano, 2Africa, WACS, SAT-3, SEACOM) land in SA; landing sites incl. Cape Town, Melkbosstrand, Yzerfontein, Mtunzini.

    Note: ~10 international submarine cables land in SA (Equiano, 2Africa, WACS, SAT-3, SEACOM).

    Scoring basis Threshold applied. 11 cable systems (TeleGeography, accessed 2026-10-06).

    Sources arizton.com (opens in a new tab)

  4. I3.4

    International bandwidth (Gbps)

    Score 3 / 4

    Very high international capacity; Equiano (144 Tbps) and 2Africa (180 Tbps design) both serve SA, alongside legacy cables.

    Note: Very high international capacity (Equiano, 2Africa) though exact aggregate Gbps not published.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources arizton.com (opens in a new tab)

  5. I3.5

    Hyperscaler presence

    Score 4 / 4

    AWS (Cape Town region, 2020), Microsoft Azure (Johannesburg + Cape Town regions, 2019), Google Cloud (Johannesburg, 2024), plus Oracle and Huawei Cloud.

    Note: 4+ hyperscalers with local regions (AWS, Azure, Google Cloud), plus Oracle and Huawei.

    Sources datacenters.com (opens in a new tab)

  6. I3.6

    GPU/HPC access

    Score 3 / 4

    Centre for High Performance Computing (CHPC, CSIR, Cape Town) operates the national Lengau supercomputer; commercial GPU also via hyperscaler regions.

    Note: National Lengau supercomputer (CHPC/CSIR) plus commercial GPU via hyperscaler regions.

    Sources arizton.com (opens in a new tab)

  7. I3.7

    Data localisation provisions

    Score 2 / 4

    National Data and Cloud Policy (2024) addresses data classification/residency; POPIA governs transfers; comprehensive AI-specific localisation not in force.

    Note: General framework.

    Sources oecd.ai (opens in a new tab)

  8. I3.8

    Cross-border data flow framework

    Score 3 / 4

    POPIA s72 provides a comprehensive legal framework for cross-border transfers of personal information.

    Note: Comprehensive cross-border transfer framework via POPIA s72.

    Sources resourcehub.bakermckenzie.com (opens in a new tab)

  9. I3.9

    Foreign AI surveillance spending

    Context only: Context flag outside the score

    Documented deployment of AI surveillance. Vumacam LPR/CCTV analytics and SAPS facial-recognition/predictive policing, but procurement spending on these systems is not publicly disclosed.

    Note: Partial coverage, use documented, spending unknown.

    Scoring basis Context flag; outside the score.

    Sources technologyreview.com (opens in a new tab)

  10. I3.10

    Sovereign cloud initiatives

    Score 2 / 4

    National Data and Cloud Policy and SITA state data-centre consolidation underpin sovereign-cloud ambitions; a dedicated sovereign cloud is under development.

    Note: Under development.

    Sources polity.org.za (opens in a new tab)

P4 · Weight 15% of composite

Human Capital

2.50 / 4Developing

Mean of all 10 indicator scores. Southern Africa mean 1.40 · all 54 states mean 1.20.

  1. H4.1

    AI researchers per million

    Score 4 / 4

    SA has the strongest AI research concentration in sub-Saharan Africa (CAIR network, multiple universities) but a per-million researcher figure is not reliably published.

    Note: Strongest AI-research concentration in sub-Saharan Africa (CAIR network); exact per-million figure not published.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources arxiv.org (opens in a new tab)

  2. H4.2

    DPA staff with AI competency

    Score 1 / 4

    The number of Information Regulator staff with AI technical skills is not publicly reported.

    Note: No AI-specific technical headcount reported within the DPA.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources itweb.co.za (opens in a new tab)

  3. H4.3

    University AI programs

    Score 3 / 4

    Numerous universities offer AI/ML programmes; the CAIR consortium spans 7+ universities; dedicated degrees incl. Sol Plaatje (BSc AI), Wits, Stellenbosch, UP, UCT, UKZN.

    Note: 10+ institutions

    Scoring basis Threshold applied. Raw value: 6 (universities).

    Sources up.ac.za (opens in a new tab)

  4. H4.4

    African-authored AI publications

    Score 4 / 4

    SA leads sub-Saharan Africa in AI publication output, strong groups at UP DSFSI, Wits, UCT, Stellenbosch.

    Note: SA leads sub-Saharan Africa in AI publication output (UP DSFSI, Wits, UCT, Stellenbosch).

    Scoring basis Threshold applied. 1027.0 papers/yr ÷ 64.01m people = 16.05 per million (floors applied).

    Sources arxiv.org (opens in a new tab)

  5. H4.5

    AI patents filed

    Score 1 / 4

    AI-specific patent filings are low (in the single digits to low tens annually); the domestic AI patenting culture is limited.

    Note: AI-specific patenting is minimal; no reliable published count.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources xlaw.co.za (opens in a new tab)

  6. H4.6

    K-12 CS education

    Score 3 / 4

    Coding & Robotics curriculum piloted (2023) and being phased in across Grades R-9

    Note: Phased rollout

    Sources education.gov.za (opens in a new tab)

  7. H4.7

    AI workforce training programs

    Score 3 / 4

    Government-supported digital/AI skilling via NEMISA, DCDT initiatives and university programmes; mostly pilot scale.

    Note: Pilot stage.

    Sources dcdt.gov.za (opens in a new tab)

  8. H4.8

    Labour transition policy

    Score 1 / 4

    Presidential Commission on the 4IR (2020) flagged labour-market impacts; no dedicated AI labour-transition policy adopted.

    Note: Under discussion.

    Sources gov.za (opens in a new tab)

  9. H4.9

    Informal economy AI assessment

    Score 2 / 4

    The published government assessment of AI's impact on the informal economy; draft policy notes uneven distribution of benefits.

    Note: Planned / mentioned only.

    Sources gov.za (opens in a new tab)

  10. H4.10

    African language NLP coverage

    Score 3 / 4

    Most of SA's 12 official languages have NLP resources via SADiLaR, Masakhane and Lelapa AI (Vulavula, InkubaLM) - isiZulu, isiXhosa, Afrikaans, Sesotho, Setswana and more.

    Note: Most of SA's official languages have NLP resources via SADiLaR, Masakhane and Lelapa AI.

    Scoring basis Threshold applied. Raw value: 5 of 10 (languages supported / major languages), normalised 50. 50% of major domestic languages. Raw value read from the evidence: "isiZulu, isiXhosa, Afrikaans, Sesotho, Setswana and more" [five named; text says "most" of the official languages (lower bound); denominator (my own knowledge. Checked against the evidence on 7 October 2026: confirmed.

    Sources arxiv.org (opens in a new tab)

P5 · Weight 10% of composite

Innovation & Ecosystem

2.00 / 4Developing

Mean of all 10 indicator scores. Southern Africa mean 1.16 · all 54 states mean 1.05.

  1. N5.1

    AI companies count

    Score 3 / 4

    SA hosts the largest AI/tech-startup base on the continent (several hundred firms with AI components, e.g. Lelapa AI, Aerobotics, DataProphet)

    Note: Largest AI-company base in Africa; exact count not published.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources saaiassociation.co.za (opens in a new tab)

  2. N5.2

    Private AI investment (USD)

    Score 2 / 4

    AI investment is a growing subset of SA's broader startup VC.

    Note: Growing subset of SA's broader startup VC; no consolidated annual AI-investment figure published.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources council.science (opens in a new tab)

  3. N5.3

    AI incubators/accelerators

    Score 2 / 4

    Multiple incubators/accelerators with AI focus: AlphaCode, Grindstone, Startupbootcamp AfriTech, university AI hubs, hyperscaler programmes. UNESCO ranked South Africa among the top 20% of countries globally in digital infrastructure

    Note: Multiple active AI-focused incubators/accelerators (AlphaCode, Grindstone, Startupbootcamp AfriTech, university hubs).

    Scoring basis Threshold applied. Raw value: 3 (incubators/accelerators). Raw value read from the evidence: "Multiple incubators/accelerators with AI focus: AlphaCode, Grindstone, Startupbootcamp AfriTech" [three named; lower bound]. Checked against the evidence on 7 October 2026: confirmed.

    Sources tia.org.za (opens in a new tab)

  4. N5.4

    Regulatory sandbox (AI)

    Score 2 / 4

    IFWG Regulatory Sandbox (SARB, FSCA, National Treasury) is active, with participants (fintech, incl. AI use cases); no dedicated AI-specific sandbox yet.

    Note: Active fintech sandbox; not AI-specific.

    Sources ifwg.co.za (opens in a new tab)

  5. N5.5

    Government AI procurement

    Score 1 / 4

    Government procures AI (SAPS, Home Affairs) on an ad hoc basis; no formal framework or domestic-developer preference policy.

    Note: Ad hoc government AI procurement; no formal framework or domestic-developer preference.

    Sources techandjustice.bsg.ox.ac.uk (opens in a new tab)

  6. N5.6

    AI safety evaluation capacity

    Score 2 / 4

    AI safety/evaluation capacity exists in academia (CAIR, CSIR); no accredited national AI safety/testing lab.

    Note: Academic research only.

    Sources cair.org.za (opens in a new tab)

  7. N5.7

    ISO/IEC 42001 adoption

    Score 1 / 4

    Awareness of ISO/IEC 42001 (AI management systems) is growing; early/pilot adoption by some firms, but not widespread.

    Note: Aware / early.

    Sources sabs.co.za (opens in a new tab)

  8. N5.8

    Standards body AI competency

    Score 3 / 4

    SABS operates a national mirror committee to ISO/IEC JTC1 SC42 (AI); SA actively participates in international AI standards work.

    Note: Active AI technical committee.

    Sources sabs.co.za (opens in a new tab)

  9. N5.9

    AI risk assessment frameworks

    Score 1 / 4

    Sector-specific voluntary risk guidance emerging (e.g., financial sector); no cross-sector mandatory AI risk-assessment framework.

    Note: Voluntary guidelines.

    Sources cms.law (opens in a new tab)

  10. N5.10

    University-industry AI partnerships

    Score 3 / 4

    Formal university-industry AI collaboration via CAIR, CSIR partnerships and joint programmes with NVIDIA/Microsoft/Google and corporates.

    Note: Joint labs / programmes.

    Sources cair.org.za (opens in a new tab)

P6 · Weight 10% of composite

Ethics & Inclusion

1.80 / 4Emerging

Mean of all 10 indicator scores. Southern Africa mean 1.48 · all 54 states mean 1.26.

  1. E6.1

    Algorithmic impact assessment

    Score 1 / 4

    The algorithmic impact assessments; draft policy references responsible-AI principles only.

    Note: Voluntary guidance emerging.

    Sources gov.za (opens in a new tab)

  2. E6.2

    Bias audit requirements

    Score 2 / 4

    The FSCA/PA 2025 financial-sector report and the 2024 Framework set out expectations to mitigate bias, but as voluntary/principle-based guidance rather than enforceable audit obligations.

    Note: Voluntary/principle-based bias mitigation only; no mandatory audits.

    Sources resbank.co.za (opens in a new tab)

  3. E6.3

    Transparency obligations

    Score 1 / 4

    POPIA s71 gives data subjects limited rights regarding automated decision-making; no AI-specific transparency mandate.

    Note: Limited via data-protection law.

    Sources recordinglaw.com (opens in a new tab)

  4. E6.4

    Citizen redress mechanism

    Score 2 / 4

    Data subjects can challenge automated decisions under POPIA s71 and lodge complaints with the Information Regulator.

    Note: DPA complaint channel.

    Sources recordinglaw.com (opens in a new tab)

  5. E6.5

    Judicial AI remedy

    Score 2 / 4

    Ordinary courts have begun handling AI-related matters (ChatGPT-hallucinated citations, deepfake disputes); no specialist tribunal.

    Note: Emerging cases.

    Sources techandjustice.bsg.ox.ac.uk (opens in a new tab)

  6. E6.6

    AI advisory body diversity

    Score 1 / 4

    The PC4IR (2020) had some diversity; no standing, demographically representative national AI advisory body currently operates.

    Note: Body existed / homogeneous-to-some diversity.

    Sources gov.za (opens in a new tab)

  7. E6.7

    Global AI governance participation

    Score 3 / 4

    SA is active internationally: G20 Presidency 2025 featured AI/digital; endorsed UNESCO Recommendation on the Ethics of AI; engages UN processes.

    Note: Leadership role (G20 2025 host).

    Sources jgu.s3.ap-south-1.amazonaws.com (opens in a new tab)

  8. E6.8

    Civil society AI engagement

    Score 2 / 4

    Civil society engaged via the AI Summit and public-comment processes; engagement formal but not yet co-governance.

    Note: Formal consultation.

    Sources africanphilanthropy.issuelab.org (opens in a new tab)

  9. E6.9

    African ethical framework reference

    Score 2 / 4

    The Framework/draft policy references African values and Ubuntu as guiding ethical principles.

    Note: Substantive integration of African ethics.

    Sources journals.sagepub.com (opens in a new tab)

  10. E6.10

    Youth participation

    Score 2 / 4

    Youth engaged through summits and communities (Deep Learning Indaba), and a youth participation mechanism in AI governance.

    Note: Youth engaged via summits/communities (Deep Learning Indaba); no formal youth governance mechanism.

    Sources activatechangedrivers.co.za (opens in a new tab)

P7 · Weight 10% of composite

Regional Integration

2.30 / 4Developing

Mean of all 10 indicator scores. Southern Africa mean 1.62 · all 54 states mean 1.55.

  1. R7.1

    AU AI Strategy alignment

    Score 3 / 4

    SA contributed to the AU Continental AI Strategy and is aligning its national policy with it; the alignment process is underway.

    Note: Contributed to the AU Continental AI Strategy; national alignment process underway.

    Sources au.int (opens in a new tab)

  2. R7.2

    Kigali Declaration endorsement

    Score 3 / 4

    South Africa is among the 49+ African states (plus the AU and Smart Africa) that endorsed the Africa Declaration on Artificial Intelligence at the inaugural Global AI Summit on Africa, Kigali, 4 Apr 2025.

    Note: Endorsed (Kigali, Apr 2025).

    Scoring basis Official signatory list applied. Signatory of the Africa Declaration on AI (Kigali, 4 April 2025), C4IR list: "Endorsed" = 3.

    Sources c4ir.rw (opens in a new tab)saaiassociation.co.za (opens in a new tab)

  3. R7.3

    REC AI governance coordination

    Score 1 / 4

    SA is a SADC member and the region's largest economy, but there is no formal SADC-level AI governance coordination mechanism; SA's regional AI leadership runs mainly through AU/continental channels.

    Note: SADC member; REC-level AI coordination still nascent.

    Sources carnegieendowment.org (opens in a new tab)

  4. R7.4

    Cross-border AI agreements

    Score 1 / 4

    No AI-specific bilateral or multilateral governance agreements identified; cooperation occurs through broader continental instruments (AU Continental AI Strategy, Africa Declaration) rather than dedicated AI treaties.

    Note: No AI-specific agreements; cooperation via continental frameworks.

    Sources michalsons.com (opens in a new tab)

  5. R7.5

    Election integrity AI provisions

    Score 2 / 4

    No AI-in-elections legislation, but the IEC issued a Framework of Cooperation with Google, Meta and TikTok plus Media Monitoring Africa to counter (incl. AI-generated) disinformation for the 2024 elections, extended toward the 2026 local elections.

    Note: Institutional guidelines/agreements; no legislation enacted.

    Sources elections.org.za (opens in a new tab)

  6. R7.6

    Disinformation response framework

    Score 2 / 4

    Institutional (not legislative) framework: Media Monitoring Africa's Real411 platform plus the IEC's multi-stakeholder Framework of Cooperation and the Information Regulator manage AI-generated disinformation.

    Note: Institutional framework (Real411 + IEC); no standalone AI-disinformation law.

    Sources real411.org (opens in a new tab)

  7. R7.7

    AI election incidents documented

    Score 3 / 4

    Documented AI-related election incidents in 2024, e.g. a deepfake video falsely showing Donald Trump endorsing a SA party, and AI-manipulated political clips reported to Real411.

    Note: At least 2 documented AI-disinformation election incidents (2024).

    Scoring basis Threshold applied. Raw value: 3 (rule band). Scored on documented institutional response, not incident count. Raw value read from the evidence: "the IEC issued a Framework of Cooperation with Google, Meta and TikTok plus Media Monitoring Africa" [incidents: at least 2 (2024); covers AI-generated disinfo. Checked against the evidence on 7 October 2026: confirmed.

    Sources eisa.org (opens in a new tab)

  8. R7.8

    Platform content moderation

    Score 2 / 4

    Formal engagement with platforms via the IEC Framework of Cooperation (Google, Meta, TikTok; X is not a party), channelling reported content to the IEC's Directorate for Electoral Offences.

    Note: Formal platform requirements via IEC framework; not full enforcement powers.

    Sources elections.org.za (opens in a new tab)

  9. R7.9

    Geneva Dialogue participation

    Score 2 / 4

    SA is an active participant in UN AI governance processes (Global Digital Compact; G20 AI Task Force, which welcomed UNGA resolutions A/RES/78/265 and A/RES/78/311). Specific participation in the Jul 2026 UN Global Dialogue on AI Governance is not yet separately confirmed.

    Note: Active in UN AI processes; Geneva Dialogue delegation likely but not yet confirmed.

    Sources g20.utoronto.ca (opens in a new tab)

  10. R7.10

    G20/multilateral AI engagement

    Score 4 / 4

    Agenda-setter: as 2025 G20 President, SA established and chaired the G20 Task Force on AI, Data Governance & Innovation, launched the AI Initiative for Africa with the AU and UNESCO, and hosted the first-ever G20 Leaders' Summit on African soil (Johannesburg, Nov 2025), whose Declaration commended SA's AI leadership.

    Note: Agenda-setter, G20 2025 host and AI Task Force originator.

    Sources g20.utoronto.ca (opens in a new tab)

P8 · Weight 10% of composite

Implementation & Impact

1.10 / 4Emerging

Mean of all 10 indicator scores. Southern Africa mean 0.70 · all 54 states mean 0.78.

  1. M8.1

    AI governance budget disbursed

    Score 2 / 4

    National AI-governance budget line; AI work is funded within the DCDT/ICT vote and via the AI Institute of South Africa and university AI hubs. Disbursement against a dedicated AI-governance commitment is not separately reported.

    Note: Embedded in ICT budget; no dedicated AI-governance disbursement reported.

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources oecd.ai (opens in a new tab)

  2. M8.2

    Health AI regulation

    Score 2 / 4

    The 2024 Framework names healthcare as a priority sector and academic/clinical literature (SAMJ 2025) calls for ethical frameworks, The national health-AI guidelines or legislation are under discussion.

    Note: Under discussion; no enacted health-AI guidance.

    Sources scielo.org.za (opens in a new tab)

  3. M8.3

    Health AI devices approved

    Score 1 / 4

    AI health tools are in clinical use (e.g. CAD4TB TB-screening), but SAHPRA does not maintain a separate AI-device approval series, so no verified count is publicly available

    Note: AI health tools deployed

    Scoring basis Fellow score kept; no raw value for the threshold.

    Sources sahpra.org.za (opens in a new tab)

  4. M8.4

    Government AI system registry

    Score 0 / 4

    No public registry of AI systems used by the government has been published.

  5. M8.5

    AI governance M&E reports

    Score 0 / 4

    No published M&E reports on AI-governance implementation, consistent with the absence of an adopted national AI policy.

    Note: None published.

    Scoring basis Threshold applied. Raw value: 0 (reports).

  6. M8.6

    Agriculture AI governance

    Score 1 / 4

    No sector-specific AI-agriculture governance instrument. The 2024 Framework names agriculture as a priority sector, and agritech (e.g. Aerobotics) is active, but no guidelines or legislation are in force.

    Note: Under discussion; no enacted agriculture-AI guidance.

    Sources techpolicy.press (opens in a new tab)

  7. M8.7

    Financial services AI governance

    Score 2 / 4

    Strongest P8 area: the SARB Prudential Authority and FSCA published a joint report on AI in the SA financial sector (24 Nov 2025), signalling principle- and risk-based sector guidance and coordination with the Information Regulator under POPIA; the IFWG sandbox is active for fintech (incl. AI).

    Note: Central-bank/conduct-authority guidance issued; sector-specific AI regulation forthcoming.

    Sources resbank.co.za (opens in a new tab)

  8. M8.8

    Education AI governance

    Score 1 / 4

    Institutional guidelines are emerging at the university level (NWU AI Hub, UWC, UJ; coordinated via Universities South Africa), and DHET has a higher-education digital-transformation strategy; school-level (CAPS) guidance continues to grow.

    Note: Institutional guidelines emerging; no national education-AI policy.

    Sources usaf.ac.za (opens in a new tab)

  9. M8.9

    Measurable governance outcomes

    Score 1 / 4

    AI-specific protective governance outcomes are anecdotal. Robust POPIA enforcement (fines, settlements) addresses data-driven processing, but no measurable AI-governance protective outcomes have been documented, given that the policy framework has not yet been adopted.

    Note: Anecdotal; AI-specific protective outcomes not yet documented.

    Sources techandjustice.bsg.ox.ac.uk (opens in a new tab)

  10. M8.10

    WHO AI health guidance adoption

    Score 1 / 4

    South Africa has not formally legislated a direct "adoption" of the World Health Organisation's (WHO) AI guidelines as a standalone law. However, the WHO's frameworks heavily influence South Africa's emerging health technology regulations, which are currently being localised by the country's major health authorities

    Note: Not adopted; awareness assumed from international engagement.

    Sources bowmanslaw.com (opens in a new tab)

Method

What is the Africa AI Governance Index?

The Africa AI Governance Index 2026 assesses 8 pillars of national AI governance. Each pillar is examined through 10 indicators. The Index is diagnostic. It measures formal governance instruments, not capability. Composite differences under about 0.1 are not meaningful.

Indicator score key

Indicator score key, 0 to 4
ScoreDefinition
0 No evidenceNo policy, institution, or activity. Confirmed absence.
1 NascentInitial discussion, concept note, informal working group.
2 DevelopingDraft policy, institution forming, pilot, or formal consultation.
3 EstablishedAdopted policy or operational institution; limited enforcement.
4 AdvancedFully operational with enforcement and measurable outcomes.

Maturity tiers

Applied to pillar and composite means.

Maturity tiers by score range
TierMean score
NascentBelow 1.00
Emerging1.00 to 1.99
Developing2.00 to 2.99
Established3.00 and above

How scores are built

A pillar score is the mean of the scored indicators in that pillar. Confirmed absence scores 0. An indicator where nothing could be determined is excluded from the pillar mean and reported as not scored. A score with no supporting evidence is excluded.

The composite is 15% of each of pillars P1 to P4 plus 10% of each of pillars P5 to P8, on a scale of 0 to 4. In other words, P1, P2, P3, P4 carry 15% each and P5, P6, P7, P8 carry 10% each.

Source: Africa AI Governance Index 2026 Final Dataset, 54 countries, built 6 October 2026. Lawyers Hub, Africa AI Policy Lab. Version 1.2, 7 October 2026.

Suggested citation

Lawyers Hub, Africa AI Policy Lab (2026). Country Profile on AI Governance: South Africa. Africa AI Governance Index 2026, version 1.2, 7 October 2026. https://www.aipolicy.africa/country-profiles/south-africa