Country Profile on AI Governance: Angola

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

   No standalone national AI strategy adopted; White Paper on ICT 2023-2027 (LBTIC, approved December 5 2024) explicitly references AI, IoT, big data, and blockchain as strategic technologies; Digital Angola 2024 programme (MoU with UAE Presight/G42 signed 2021) included AI components; National Development Plan 2023-2027 (PDN) makes digital transformation central; UNESCO RAM (Readiness Assessment Methodology) launched for Angola in March 2026; Oxford Insights 2025 AI Readiness Index: Angola ranked 147th globally/26th in Africa with score 27.09/100

   Note: LBTIC 2023-2027 contains AI provisions; Digital Angola programme active; UNESCO RAM launched March 2026 as precursor to standalone AI strategy; scored 2 as developing, AI integrated in digital strategy without standalone AI policy

   Sources afriwise.com (opens in a new tab)

2. S1.2

   Strategy adoption date

   Score 0 / 4

   No standalone national AI strategy adopted; LBTIC 2023-2027 approved December 2024 serves as nearest instrument; UNESCO RAM launched March 2026 will form basis for future AI strategy

   Note: Strategy development in progress via UNESCO RAM; not yet adopted

   Scoring basis Threshold applied. Raw value: none (adoption date). No formally adopted national AI strategy.

3. S1.3

   Political commitment signals

   Score 3 / 4

   President João Lourenço inaugurated the National Government Data Center and Cloud (USD 89 million investment) in April 2026, a presidential-level digital governance event; Minister Mário Oliveira personally described AI, cybersecurity, and digital signatures as growing emphasis areas (September 2025); UNESCO RAM launch (March 2026) aligns with 2023-2027 National Development Plan's digital transformation priority; Huawei partnership for 5,000 ICT technicians trained (target 10,000 by 2027) shows executive commitment

   Note: Presidential inauguration of national data centre; ministerial AI commitments; UNESCO RAM alignment; scored 3 as established, formal institutional actions with large budget commitment

   Sources techafricanews.com (opens in a new tab)

4. S1.4

   Dedicated AI budget allocation

   Score 2 / 4

   USD 89 million National Government Data Center and Cloud (inaugurated April 2026); World Bank Angola Digital Acceleration Project (P180693, USD 300 million IBRD loan, approved June 2024, not yet effective as of April 2025); LBTIC 2023-2027 implementation budget embedded in national budget; USD 89 million government cloud investment confirmed

   Note: USD 89M government cloud investment confirmed; World Bank USD 300M digital acceleration loan approved (not yet effective); AI-specific budget portion not disaggregated; scored 2 as developing, significant digital investment without ring-fenced AI allocation

   Sources plataformamedia.com (opens in a new tab)

5. S1.5

   AU Continental AI Strategy alignment

   Score 2 / 4

   LBTIC 2023-2027 explicitly references AU Agenda 2063, ITU Connect 2030, and SADC Digital 2027 frameworks; Angola is a Malabo Convention ratifier (original member, deposited May 2020); Angola engaged in SADC Regional Shared Satellite Network Project (SADC Satellite Forum, Dar es Salaam, February 2026); Minister Oliveira stated Angola aims to be 'co-leader in ICT in SADC region'

   Note: Multiple regional alignment frameworks referenced in LBTIC; Malabo ratification; SADC digital leadership ambition; scored 2 as developing, alignment documented without full AU AI alignment

   Sources mondaq.com (opens in a new tab)

6. S1.6

   Multi-stakeholder consultation

   Score 2 / 4

   LBTIC 2023-2027 draft submitted for public consultation in March 2024 by MINTTICS; ANGOTIC (Angola's flagship ICT forum, sixth edition June 2026 in Luanda) draws 20,000+ participants including government, private sector, startups, academics, and international partners, documented major multi-stakeholder consultation; UNESCO RAM (March 2026) involves structured multi-stakeholder consultation

   Note: LBTIC public consultation confirmed; ANGOTIC as annual multi-stakeholder mechanism; UNESCO RAM consultation underway; scored 2 as developing, formal consultation mechanisms established

   Sources africa.com (opens in a new tab)

7. S1.7

   Sector prioritisation

   Score 2 / 4

   LBTIC 2023-2027 identifies five strategic actions including AI and emerging technologies; Minister Oliveira explicitly referenced AI in agriculture (satellite systems), mining, real estate management, and public administration; UNESCO RAM covers health, agriculture, education, justice, and public services as AI priority areas

   Note: Sector-level AI reference in LBTIC and ministerial statements; no standalone AI sector roadmaps; scored 2 as developing

   Sources furtherafrica.com (opens in a new tab)

8. S1.8

   Implementation roadmap

   Score 2 / 4

   LBTIC 2023-2027 has a 5-year implementation framework (December 2024 - 2027); World Bank Angola Digital Acceleration Project has milestones through March 2030; National Development Plan 2023-2027 provides integrated roadmap; no standalone AI implementation roadmap

   Note: Multi-year digital roadmap confirmed; AI elements embedded; no standalone AI milestone plan; scored 2

   Sources afriwise.com (opens in a new tab)

9. S1.9

   Monitoring and evaluation framework

   Score 1 / 4

   LBTIC 2023-2027 includes monitoring provisions; ANGOTIC annual forum serves as accountability mechanism; World Bank Angola Digital Acceleration Project includes M&E framework through March 2030; no AI-specific M&E framework

   Note: Digital governance M&E through World Bank and LBTIC; AI-specific M&E absent; scored 1

10. S1.10

    Strategy review mechanism

    Score 1 / 4

    LBTIC 2023-2027 has built-in review through its 5-year cycle; UNESCO RAM (launched March 2026) will inform strategy review; no formal AI strategy review mechanism gazetted

    Note: Digital strategy review cycle exists; no AI adaptive governance mechanism; scored 1

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

1. G2.1

   AI-specific legislation

   Score 1 / 4

   No AI-specific legislation enacted; LBTIC 2023-2027 references AI governance as a future priority; National Cybersecurity Incident Management Framework (2024) introduced by MINTTICS; no AI law under formal drafting process confirmed

   Note: Pre-legislative stage on AI; cybersecurity framework developing; scored 1 as nascent

2. G2.2

   Data protection law status

   Score 3 / 4

   Data Protection Law (Law 22/11) enacted 2011 drawing on EU/Portuguese legal regime; APD (Agência de Proteção de Dados) created October 2019; APD Circular 02/APD/2024 requires immediate breach notification; APD has issued significant enforcement fines: telecom provider fined USD 150,000; bank fined USD 525,000; two organisations fined USD 110,000 (July-August 2024 per TechHive Advisory); active enforcement confirmed

   Note: Law enacted 2011; APD operational 2019; active enforcement with confirmed fines; breach notification circular 2024; scored 3 as established, operational DPA with active enforcement

   Sources dataprotection.africa (opens in a new tab)

3. G2.3

   DPA AI mandate

   Score 2 / 4

   APD has mandate covering all data processing including automated decisions; data subjects have right not to be subject to decisions based solely on automatic processing; APD requires prior authorisation for sensitive data processing including automated processing; INACOM regulates electronic communications with AI-adjacent mandate; no explicit standalone AI oversight mandate

   Note: APD has automated decision-making provisions; no explicit AI mandate; INACOM covers digital services; scored 2 as developing, operational DPA with relevant mandate

   Sources dataprotection.africa (opens in a new tab)

4. G2.4

   DPA staffing and budget

   Score 2 / 4

   APD created October 2019 and actively enforcing: fines totalling hundreds of thousands USD documented; funded by state budget; staff count not published; APD participates in NADPA-RAPDP capacity building; Cambridge Core (February 2025) notes enforcement level growing though 'not yet significant' in earlier assessments

   Note: APD operational with confirmed enforcement capacity; active fines documented; exact staff/budget not published; scored 2 as developing

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

   Sources techhiveadvisory.africa (opens in a new tab)

5. G2.5

   AI regulatory body existence

   Score 1 / 4

   No dedicated AI regulatory body; APD for data protection; INACOM for telecom/ICT regulation; Angola-CSIRT for cybersecurity; National Cybersecurity Incident Management Framework (2024) coordinates APD, INACOM, CSIRT, and CRO (Cybersecurity Response Organism); LBTIC references AI governance as future institutional priority

   Note: Multi-body ICT governance exists; no dedicated AI body; cybersecurity coordination framework established 2024; scored 1 as nascent, AI governance coordination planned but not yet dedicated

   Sources cms.law (opens in a new tab)

6. G2.6

   Institutional design model

   Score 2 / 4

   Emerging model: APD (data protection), INACOM (telecoms/ICT), Angola-CSIRT (cybersecurity incidents), CRO (cybersecurity oversight); National Cybersecurity Incident Management Framework (2024) formalises inter-agency coordination; LBTIC 2023-2027 references regulatory review for digital governance

   Note: Multi-body coordination framework established 2024; AI governance model still developing; scored 2

   Sources cms.law (opens in a new tab)

7. G2.7

   Malabo Convention ratification

   Score 4 / 4

   Angola ratified the Malabo Convention without signing: deposited ratification directly (accession without prior signature) on 21 February 2020, deposit confirmed 11 May 2020, among the original 15 ratifiers; one of the most advanced Malabo engagements in Africa

   Note: ADVANCED, Angola ratified (acceded) the Malabo Convention directly in 2020, original ratifier; deposited 11 May 2020; scored 4

   Sources au.int (opens in a new tab)

8. G2.8

   Enforcement actions taken

   Score 3 / 4

   APD has actively enforced data protection law: USD 150,000 fine for telecom provider failing to notify APD of processing activities; USD 525,000 fine for bank for multiple violations; two organisations fined USD 110,000 for cybersecurity failures (2024); APD Circular 02/APD/2024 strengthens breach notification enforcement; enforcement described as growing

   Note: Active and documented enforcement: USD 785,000+ in documented fines; no AI-specific enforcement but data processing enforcement covers AI-adjacent automated decisions; scored 3 as established enforcement

   Sources ibanet.org (opens in a new tab)

9. G2.9

   Extraterritorial provisions

   Score 2 / 4

   Data Protection Law applies to processing carried out by entities established in Angola; international transfers require prior notification to APD for adequate-protection countries or APD authorisation for inadequate-protection countries; partial extraterritorial model; APD decides adequacy by issuing opinions

   Note: Cross-border transfer controls operational through APD; adequacy determination process active; partial extraterritorial coverage; scored 2 as developing

   Sources dlapiperdataprotection.com (opens in a new tab)

10. G2.10

    IP framework for AI

    Score 1 / 4

    No confirmed IP legislation review for AI-generated content; INACOM regulates digital services; no AI IP amendment process confirmed

    Note: Scored 1 as nascent, digital IP framework exists without AI amendment

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

   National Government Data Center and Cloud inaugurated April 29 2026, USD 89 million investment, described as 'first national data center' and affirmed by President Lourenço as 'affirmation of Angola's digital sovereignty'; Raxio Angola Tier 3 data center operational in Luanda; Angola Cables operates data center infrastructure; multiple commercial facilities in Luanda

   Note: National government Tier-equivalent DC inaugurated April 2026 plus Raxio Tier 3 + Angola Cables infrastructure; established and expanding; scored 3

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

   Sources techafricanews.com (opens in a new tab)

2. I3.2

   Data center capacity (MW)

   Score 2 / 4

   National Government Data Center USD 89 million investment; specific MW capacity not disclosed in press releases; Raxio Angola Tier 3 capacity not published; Angola Cables has data center infrastructure supporting cable operations; growing commercial capacity

   Note: Significant confirmed investment; MW capacity not publicly disclosed; scored 2 as developing, facilities confirmed without capacity data

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

   Sources plataformamedia.com (opens in a new tab)

3. I3.3

   Submarine cable landing points

   Score 3 / 4

   Angola connected to 5 submarine cables: WACS (West Africa Cable System), UNSC (Unitel North Submarine Cable), SACS (South Atlantic Cable System), SAT-3/WASC, and 2Africa (completed November 2025, 21 Tbps per fibre pair); partnership with Namibia for Equiano cable access; Angola Cables operates SACS, MONET, WACS with 33,000 km + 50,000 km via partnerships (EllaLink, Equiano, 2Africa); Angola Telecom planning a new cable

   Note: Advanced, 5 operational submarine cables plus Equiano access via Namibia; Angola Cables is a regional cable hub operator with 83,000+ km network; scored 4

   Scoring basis Threshold applied. 4 cable systems (TeleGeography, accessed 2026-10-06).

   Sources extensia.tech (opens in a new tab)

4. I3.4

   International bandwidth (Gbps)

   Score 2 / 4

   Internet penetration ~45% at start of 2025 (DataReportal); grew rapidly from 32.6% in early 2023; 22,000 km national fibre optic network; ANGOSAT-2 opened to commercial access December 2025; 5G not yet nationwide; high mobile internet usage; rural-urban divide persists

   Note: 45% penetration growing rapidly; 22,000 km fibre; ANGOSAT-2 commercial; rural-urban divide; 5G nascent; scored 2 as developing, improving rapidly with remaining gaps

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

   Sources techpoint.africa (opens in a new tab)

5. I3.5

   Hyperscaler presence

   Score 2 / 4

   No confirmed AWS, Azure, or Google Cloud local data center in Angola; Angola Cables positioning as 'Atlantic Ring' data hub; CIO Africa (December 2025) notes Angola's role in Africa's AI-driven infrastructure growth; LBTIC 2023-2027 aims for Angola as SADC ICT co-leader; hyperscaler attraction explicitly targeted

   Note: No confirmed local hyperscaler DC; Angola Cables regional hub ambition; government actively targeting hyperscaler investment; scored 2 as developing, attracting investment without confirmed commitment

   Sources cioafrica.co (opens in a new tab)

6. I3.6

   GPU/HPC access

   Score 2 / 4

   National Government Data Center cloud platform; Angola-CSIRT operational; ANGOSAT-2 satellite provides remote computing/connectivity access; Huawei partnership training 5,000 ICT technicians (target 10,000 by 2027); no confirmed dedicated GPU/HPC facility but government cloud provides AI-capable infrastructure

   Note: Government cloud platform operational; AI-capable infrastructure being built; no dedicated HPC/GPU; scored 2 as developing

   Sources furtherafrica.com (opens in a new tab)

7. I3.7

   Data localisation provisions

   Score 3 / 4

   Data Protection Law (Law 22/11) requires prior notification to APD for international transfers to adequate-protection countries and APD authorisation for inadequate-protection countries; National Government Data Center explicitly positioned for 'secure data hosting in the national territory'; LBTIC 2023-2027 emphasises data sovereignty; Malabo Convention ratification reinforces localisation obligations

   Note: Multi-layer data localisation: law + APD authorisation + sovereign DC + LBTIC policy + Malabo obligations; scored 3 as established

   Sources dlapiperdataprotection.com (opens in a new tab)

8. I3.8

   Cross-border data flow framework

   Score 3 / 4

   Data Protection Law includes cross-border transfer framework with APD adequacy determination; Malabo Convention ratification (2020) provides multilateral framework; SACS cable enables South America connectivity; SADC regional digital frameworks apply; APD issues adequacy opinions for specific countries

   Note: Comprehensive cross-border framework: law + APD adequacy decisions + Malabo multilateral + SADC frameworks; scored 3

   Sources dataprotection.africa (opens in a new tab)

9. I3.9

   Foreign AI surveillance spending

   ○Context only: Context flag outside the score

   No documented government spending on foreign AI surveillance systems; Angola's history includes some surveillance concerns but no AI surveillance procurement confirmed

   Note: Absence of evidence; scored 0

   Scoring basis Context flag; outside the score. Raw value read from the evidence: "No documented government spending on foreign AI surveillance systems" [no procurement confirmed].

10. I3.10

    Sovereign cloud initiatives

    Score 3 / 4

    National Government Data Center and Cloud inaugurated April 2026 (USD 89 million, presidential inauguration); described by President and Minister as 'affirmation of Angola's digital sovereignty'; 2017 Data Revolution Policy equivalent; LBTIC 2023-2027 digital sovereignty emphasis; Angola Cables as strategic sovereign cable infrastructure operator

    Note: Sovereign cloud inaugurated April 2026; presidential affirmation; USD 89M investment; scored 3 as established

    Sources techafricanews.com (opens in a new tab)

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 1 / 4

   Oxford Insights 2025 AI Readiness Index: Angola ranked 147th globally (score 27.09/100), below continental average (29.12) and ranked 26th in Africa; Agostinho Neto University (UAN) and other universities have limited AI/ML research capacity; Cambridge Core (2025) case study identifies Angola as having 'limited focus on AI readiness'; no official per-million AI researcher count published

   Note: Below continental average on AI readiness; nascent researcher base; no national registry; scored 1

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

   Sources ecofinagency.com (opens in a new tab)

2. H4.2

   DPA staff with AI competency

   Score 2 / 4

   APD actively enforcing data protection law with documented fines totalling USD 785,000+; specific AI-competent staff count not published; APD participates in NADPA-RAPDP capacity-building workshops; enforcement capacity confirmed active; Angola-CSIRT operational with cybersecurity technical staff

   Note: APD enforcement capacity confirmed active; NADPA capacity building ongoing; exact AI staff count not published; scored 2 as developing

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

   Sources techhiveadvisory.africa (opens in a new tab)

3. H4.3

   University AI programs

   Score 0 / 4

   Agostinho Neto University (UAN, Luanda) has computer science and engineering departments; Catholic University of Angola (UCAN) and Instituto Superior Politécnico have technology programmes; LBTIC 2023-2027 references university-industry digital transformation; no confirmed dedicated AI degree programme; Minister referenced AI training partnerships

   Note: Multiple universities with CS/tech programmes; no confirmed dedicated AI degree; government AI training partnerships emerging; scored 2 as developing

   Scoring basis Threshold applied. Raw value: 0 (universities). Raw value read from the evidence: "no confirmed dedicated AI degree programme" [CS/tech programmes only]. Checked against the evidence on 7 October 2026: confirmed.

   Sources mondaq.com (opens in a new tab)

4. H4.4

   African-authored AI publications

   Score 1 / 4

   Limited AI publication output from Angolan institutions; growing tech startup ecosystem implies some AI R&D; Cambridge Core (2025) notes limited AI readiness focus; UNDP Angola Startup Ecosystem Mapping Report documents innovation activity; no annual publication count available

   Note: Small but existing tech/AI research activity; no national AI publication database; scored 1

   Scoring basis Threshold applied. 21.0 papers/yr ÷ 37.89m people = 0.55 per million (floors applied).

   Sources undp.org (opens in a new tab)

5. H4.5

   AI patents filed

   Score 0 / 4

   No AI-related patents filed by Angolan-affiliated inventors identified; OAPI covers Lusophone Africa but Angola is not an OAPI member; Angola Patent Institute (IPAS) handles IP but no AI patent data found

   Note: Patent infrastructure exists; AI patent activity absent; scored 0

   Scoring basis Threshold applied. Raw value: 0 (AI patent applications/year). Raw value read from the evidence: "No AI-related patents filed by Angolan-affiliated inventors identified". Checked against the evidence on 7 October 2026: confirmed.

6. H4.6

   K-12 CS education

   Score 1 / 4

   LBTIC 2023-2027 references digital literacy as a strategic priority; Huawei partnership trained 5,000 ICT technicians (target 10,000 by 2027); no confirmed mandatory K-12 AI/CS curriculum; digital literacy programmes in development

   Note: Digital literacy referenced as LBTIC priority; Huawei training at scale; no mandatory K-12 CS curriculum; scored 1

   Sources furtherafrica.com (opens in a new tab)

7. H4.7

   AI workforce training programs

   Score 2 / 4

   Huawei partnership: 5,000 ICT technicians trained (target 10,000 by 2027); Cisco Networking Academy active in Angola; ANGOTIC 2026 Startup Zone includes AI entrepreneurship support; LBTIC 2023-2027 digital skills pillar; government-endorsed training at scale through international partnerships

   Note: Government-endorsed workforce training via Huawei/Cisco at scale; AI-specific training not disaggregated; scored 2 as developing

   Sources furtherafrica.com (opens in a new tab)

8. H4.8

   Labour transition policy

   Score 1 / 4

   LBTIC 2023-2027 references workforce transition for digital economy; National Development Plan 2023-2027 addresses economic diversification and employment; no standalone AI-labour transition policy

   Note: Workforce digital transition referenced in LBTIC; no formal AI policy; scored 1

9. H4.9

   Informal economy AI assessment

   Score 1 / 4

   Cambridge Core (2025) case study notes Angola's informal economy constraints in AI readiness; UNDP Angola Startup Ecosystem Mapping Report covers informal sector innovation; no formal government assessment commissioned

   Note: External assessments reference informal sector; no government-commissioned AI impact assessment; scored 1

   Sources undp.org (opens in a new tab)

10. H4.10

    African language NLP coverage

    Score 0 / 4

    Portuguese is Angola's official language, one of the best-covered languages in global LLMs; Kimbundu, Umbundu, Kikongo and other Bantu languages spoken by majority of population have minimal NLP coverage; no confirmed domestic LLM or NLP tool development in Angolan languages; Portuguese language advantage through global models is significant

    Note: Portuguese official language coverage through global models; major Bantu languages (Kimbundu, Umbundu spoken by 20M+) minimally covered; scored 2 as Portuguese NLP support and growing research interest

    Scoring basis Threshold applied. Raw value: 0 of 6 (languages supported / major languages), normalised 0. 0% of major domestic languages. Raw value read from the evidence: "Kimbundu, Umbundu, Kikongo and other Bantu languages spoken by majority of population have minimal NLP coverage" [text describes coverage as minimal; denominat. Listed for second-edition review: The Thresholds sheet lists Kikongo as covered by NLLB-200, which gives at least 1 of 6 major languages. The count used follows the profile text.

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

1. N5.1

   AI companies count

   Score 2 / 4

   Growing tech ecosystem in Luanda; UNDP Angola Startup Ecosystem Mapping Report documents active startup community; ANGOTIC 2025 (20,000+ participants) and ANGOTIC 2026 include dedicated Startup Zone with AI entrepreneurship focus; IT services market projected to reach USD 930 million (Statistica) with CAGR 3.2% (2025-2030); Digital Angola 2024 programme included AI company partnerships (Presight/G42)

   Note: Growing AI-adjacent ecosystem anchored in Luanda; no formal AI company registry; Startup Zone at ANGOTIC is AI-inclusive; scored 2 as developing

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

   Sources africa.com (opens in a new tab)

2. N5.2

   Private AI investment (USD)

   Score 2 / 4

   Significant private investment in digital sector; IT services market USD 930M projected; Angola Cables USD billions in cable infrastructure; Huawei, Cisco, Ericsson active; Digital Angola 2024 included Presight (G42/UAE) MoU; World Bank USD 300M Digital Acceleration loan (approved June 2024); FDI challenges noted but improving

   Note: Multi-channel investment: government (USD 89M DC), World Bank (USD 300M), international tech companies; AI-specific investment not disaggregated; scored 2

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

   Sources cioafrica.co (opens in a new tab)

3. N5.3

   AI incubators/accelerators

   Score 0 / 4

   ANGOTIC Innovation Zone includes Entrepreneurship Support Centre, Investment Centre, and AI components; Luanda Innovation Hub (BFA-backed); iGovêrno tech accelerator; UNDP Startup Ecosystem support; no confirmed dedicated AI-only accelerator but AI is component of multiple hubs

   Note: Multiple innovation hubs in Luanda with AI components; ANGOTIC Startup Zone is annual AI accelerator event; no confirmed standalone AI accelerator; scored 2

   Scoring basis Threshold applied. Raw value: 0 (incubators/accelerators). Raw value read from the evidence: "no confirmed dedicated AI-only accelerator" [multiple hubs with AI components]. Checked against the evidence on 7 October 2026: confirmed.

   Sources africa.com (opens in a new tab)

4. N5.4

   Regulatory sandbox (AI)

   Score 1 / 4

   No dedicated AI regulatory sandbox; INACOM has regulatory oversight for digital services; LBTIC 2023-2027 references regulatory reform; no confirmed fintech sandbox despite growing mobile money sector

   Note: Regulatory reform referenced in LBTIC; no sandbox implemented; scored 1 as nascent

5. N5.5

   Government AI procurement

   Score 3 / 4

   Government actively procuring AI infrastructure: USD 89M national data center (April 2026); Presight (G42/UAE) Digital Angola 2024 MoU for AI in government; Huawei ICT training partnership; Angola-CSIRT operational; World Bank USD 300M Digital Acceleration Project; ANGOSAT-2 government satellite open to private sector (December 2025); formal government digital procurement at scale confirmed

   Note: Established government AI procurement with confirmed USD 89M+ disbursements; multiple formal partnerships; scored 3

   Sources techafricanews.com (opens in a new tab)

6. N5.6

   AI safety evaluation capacity

   Score 1 / 4

   Angola-CSIRT operational for cybersecurity; National Cybersecurity Incident Management Framework (2024) formalises incident response; no dedicated AI safety testing laboratory; national data center has AI-capable cloud platform but not AI safety evaluation

   Note: Cybersecurity evaluation capacity growing; no AI safety testing; scored 1

7. N5.7

   ISO/IEC 42001 adoption

   Score 1 / 4

   No confirmed ISO/IEC 42001 adoption; Instituto Angolano de Normalização e Qualidade (IANORQ) exists; no AI technical committee confirmed

   Note: Standards body exists; AI technical capacity absent; scored 1 as nascent

8. N5.8

   Standards body AI competency

   Score 2 / 4

   IANORQ (national standards body) operational; Angola participates in SADC regional standards processes; LBTIC 2023-2027 references standards and regulatory review; no confirmed AI technical committee but standards engagement growing

   Note: Standards body operational with regional engagement; no AI-specific committee; scored 2 as developing

   Sources mondaq.com (opens in a new tab)

9. N5.9

   AI risk assessment frameworks

   Score 2 / 4

   APD requires prior authorisation for sensitive data processing including automated systems, a de facto risk assessment; APD Circular 02/APD/2024 requires breach incident notification; National Cybersecurity Incident Management Framework (2024) covers risk assessment for critical infrastructure; no standalone AI risk assessment framework

   Note: APD authorisation and cybersecurity frameworks serve as risk assessment proxies; no standalone AI risk framework; scored 2 as developing

   Sources cms.law (opens in a new tab)

10. N5.10

    University-industry AI partnerships

    Score 2 / 4

    Digital Angola 2024 (Presight/G42 MoU) is a formal government-international company AI partnership; Huawei government training MoU; Ericsson and Angola Cables partnership for cable infrastructure; Cambridge Core notes partnerships as key Angola digital governance feature; Agostinho Neto University has industry connections through MINTTICS

    Note: Formal government-international company AI partnerships confirmed; domestic university-industry AI labs not confirmed; scored 2

    Sources lusoai.com (opens in a new tab)

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

   APD prior authorisation requirement for sensitive data processing including automated systems functions as a de facto impact assessment; no standalone Algorithmic Impact Assessment (AIA) requirement; Data Protection Law prohibits decisions based solely on automatic processing that significantly affect data subjects, a rights-based constraint on AI decisions

   Note: Data law contains automated decision-making protection; APD authorisation serves as de facto AIA for sensitive processing; no formal AIA; scored 1

   Sources dataprotection.africa (opens in a new tab)

2. E6.2

   Bias audit requirements

   Score 1 / 4

   No standalone bias audit requirements; APD enforcement of data processing principles implicitly covers fairness in automated decisions; LBTIC 2023-2027 references AI ethics as a future governance area; UNESCO RAM (March 2026) will assess bias governance

   Note: UNESCO RAM will assess; no regulatory instrument; scored 1

3. E6.3

   Transparency obligations

   Score 2 / 4

   Data Protection Law establishes data subject rights including right to information, right of access, rectification, and right not to be subject to solely automated decisions; APD enforces transparency obligations; active enforcement through fines creates transparency incentive

   Note: Data law transparency provisions operational with APD enforcement; no AI-specific transparency law; scored 2

   Sources dataprotection.africa (opens in a new tab)

4. E6.4

   Citizen redress mechanism

   Score 3 / 4

   APD complaint mechanism operational since October 2019; data subjects can file complaints; APD has actively enforced through administrative fines (USD 785,000+ documented); judicial recourse available; Data Protection Law prohibits decisions based solely on automated processing, creating a legal basis for challenge

   Note: Active APD complaint mechanism with confirmed enforcement; judicial recourse available; automated decision prohibition provides AI redress basis; scored 3

   Sources ibanet.org (opens in a new tab)

5. E6.5

   Judicial AI remedy

   Score 2 / 4

   Courts have adjudicated data protection disputes; APD administrative review precedes judicial challenge; APD decisions documented (telecom and banking fines); no AI-specific court precedents but data protection jurisdiction established through active enforcement

   Note: Established judicial and administrative AI-adjacent remedy through data protection; no AI-specific court precedent; scored 2

   Sources ibanet.org (opens in a new tab)

6. E6.6

   AI advisory body diversity

   Score 1 / 4

   No dedicated AI advisory body; APD Board has oversight mandate; ANGOTIC provides annual multi-stakeholder platform; MINTTICS advisory structures include ICT sector representatives; no formal AI governance advisory body with documented diversity criteria

   Note: Ad hoc advisory structures through ANGOTIC and MINTTICS; no formal AI body; scored 1

7. E6.7

   Global AI governance participation

   Score 2 / 4

   Angola engaged in SADC digital governance; Malabo Convention ratified (2020); UNDP partnership for startup ecosystem; ANGOTIC draws international participation; UNESCO RAM (March 2026) aligns Angola with global AI governance; Cambridge Core case study notes Angola in Africa AI policy landscape; no GPAI membership confirmed

   Note: UNESCO RAM engagement; SADC and CPLP active; Malabo ratified; scored 2

   Sources ecofinagency.com (opens in a new tab)

8. E6.8

   Civil society AI engagement

   Score 2 / 4

   LBTIC 2023-2027 involved public consultation (March 2024); ANGOTIC annual forum includes civil society and NGOs; UNDP Startup Ecosystem Mapping involved broad stakeholder engagement; APD complaint mechanism accessible to civil society; EU and civil society organisations active in Angola

   Note: Annual ANGOTIC multi-stakeholder; LBTIC public consultation; UNDP civil society engagement; no permanent AI co-governance; scored 2

   Sources furtherafrica.com (opens in a new tab)

9. E6.9

   African ethical framework reference

   Score 1 / 4

   LBTIC 2023-2027 references digital sovereignty and national values; UNESCO RAM (March 2026) explicitly references fundamental rights and AI ethics; MINTTICS minister referenced AI ethics as a growing concern; no explicit Ubuntu or African philosophical framework in legislation

   Note: UNESCO RAM grounds AI in rights-based African context; ministerial ethics references; no formal African ethical framework; scored 1

   Sources ecofinagency.com (opens in a new tab)

10. E6.10

    Youth participation

    Score 2 / 4

    ANGOTIC 2026 Startup Zone includes youth entrepreneurship support; Huawei training targets youth ICT professionals; LBTIC 2023-2027 references youth digital empowerment; UNDP youth startup mapping; no formal youth AI governance mechanism

    Note: Youth-targeted digital training programmes; ANGOTIC youth engagement; no formal AI governance youth advisory; scored 2

    Sources africa.com (opens in a new tab)

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

   LBTIC 2023-2027 explicitly references AU Agenda 2063; Angola is among the 16 Malabo Convention ratifiers (2020); UNESCO RAM (March 2026) aligns with AU AI governance framework; Africa Declaration on AI (Kigali, April 2025), Angola likely signatory as AU member; SADC Regional Shared Satellite Network Project led by Angola (SADC Satellite Forum, February 2026)

   Note: Multiple AU alignment mechanisms: Malabo ratification, LBTIC AU reference, UNESCO RAM, SADC satellite leadership; scored 3

   Sources mondaq.com (opens in a new tab)

2. R7.2

   Kigali Declaration endorsement

   Score 3 / 4

   Africa Declaration on AI (Kigali, April 2025) signed by 49 African countries; Angola as AU member likely signatory; Angola's individual endorsement not separately confirmed from public sources; Angola participated through SADC and CPLP frameworks

   Note: Likely signatory as AU member; not individually confirmed; scored 2 as developing

   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)

3. R7.3

   REC AI governance coordination

   Score 3 / 4

   SADC member and co-leader in SADC ICT (LBTIC ambition); ECCAS member; CPLP member with Brazil and Portugal digital cooperation; leads SADC Regional Shared Satellite Network Project (8 orbital positions coordinated); Angola Cables serves as regional cable hub; MINTTICS Minister engaged with SADC, CPLP, and UN for digital transformation

   Note: Active SADC leadership role; ECCAS and CPLP membership; regional cable hub; scored 3

   Sources furtherafrica.com (opens in a new tab)

4. R7.4

   Cross-border AI agreements

   Score 3 / 4

   Malabo Convention ratification (2020) provides multilateral data governance framework; Data Protection Law cross-border provisions with APD adequacy framework; SADC digital frameworks; Angola Cables bilateral agreements for cable connectivity (Equiano via Namibia, SACS South Atlantic); Angola-CSIRT National Cybersecurity Incident Management Framework references international cooperation

   Note: Comprehensive: Malabo multilateral + APD adequacy + SADC + bilateral cable agreements; scored 3

   Sources au.int (opens in a new tab)

5. R7.5

   Election integrity AI provisions

   Score 1 / 4

   No specific legal provisions addressing AI in elections; National Electoral Commission (CNE) manages elections; LBTIC 2023-2027 references e-governance but no AI elections provisions

   Note: Scored 1 as nascent, digital governance framework in development

6. R7.6

   Disinformation response framework

   Score 1 / 4

   No dedicated AI disinformation framework; Angola-CSIRT and National Cybersecurity Incident Management Framework (2024) cover information security broadly; LBTIC 2023-2027 references cybersecurity; no AI-specific disinformation law

   Note: Cybersecurity framework covers digital integrity broadly; no AI disinformation law; scored 1

7. R7.7

   AI election incidents documented

   Score 1 / 4

   No publicly documented AI-related election interference incidents in Angola

   Note: Scored 0

   Scoring basis Threshold applied. Raw value: 1 (rule band). Scored on documented institutional response, not incident count.

8. R7.8

   Platform content moderation

   Score 1 / 4

   INACOM has regulatory authority over digital services platforms; Angola-CSIRT engages platforms on cybersecurity; APD enforcement covers platforms processing Angolan data; no formal AI content moderation framework for platforms

   Note: APD + INACOM provide some platform oversight; no AI content moderation framework; scored 1

9. R7.9

   Geneva Dialogue participation

   Score 2 / 4

   Angola engaged through UNESCO RAM (March 2026), formal UN-level AI governance engagement; Minister Oliveira engaged with SADC, CPLP, and UN on ICT (October 2024); ANGOTIC 2025 described as 'connected Angola to the world' with international AI governance discussion; no confirmed specific delegation to July 2026 UN AI Dialogue

   Note: Active UNESCO and UN system engagement; ANGOTIC international connectivity; no confirmed July 2026 AI Dialogue delegation; scored 2

   Sources furtherafrica.com (opens in a new tab)

10. R7.10

    G20/multilateral AI engagement

    Score 2 / 4

    Not G20 or BRICS member; SADC, ECCAS, CPLP active; UNESCO RAM places Angola in global AI governance process; ANGOTIC as continental ICT platform; Malabo Convention ratification; Africa Declaration on AI participation; SADC Regional Satellite Network leadership

    Note: Active in multiple regional frameworks; SADC leadership role; UNESCO global engagement; scored 2

    Sources spaceinafrica.com (opens in a new tab)

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 3 / 4

   USD 89 million National Government Data Center and Cloud inaugurated April 29 2026, confirmed presidential disbursement; World Bank Angola Digital Acceleration Project (USD 300M, approved June 2024, not yet effective April 2025 but signing October 2024); Huawei ICT training partnership confirmed disbursed (5,000 trained); ANGOSAT-2 commercial hub launched December 2025

   Note: USD 89M confirmed government disbursement + active Huawei training + ANGOSAT-2 commercial launch; scored 3

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

   Sources techafricanews.com (opens in a new tab)

2. M8.2

   Health AI regulation

   Score 1 / 4

   No health AI regulation enacted; LBTIC 2023-2027 references AI in healthcare as a priority; Minister Oliveira referenced AI for agriculture and resource management; no health AI-specific guidelines

   Note: Health AI referenced in ministerial statements; no regulation; scored 1

3. M8.3

   Health AI devices approved

   Score 0 / 4

   No AI health device approval mechanism; INAD (Instituto Nacional de Alimentos e Drogas) regulates medicines but no AI-specific pathway

   Note: Scored 0

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

4. M8.4

   Government AI system registry

   Score 1 / 4

   No confirmed public registry of government AI systems; National Government Data Center will host government digital systems; ANGOTIC 2026 highlights government digital achievements but no AI registry confirmed

   Note: Government data centre will enable future registry; not yet established; scored 1

5. M8.5

   AI governance M&E reports

   Score 0 / 4

   UNESCO RAM (March 2026) constitutes a governance assessment; Cambridge Core (2025) Angola AI case study provides academic governance assessment; APD enforcement documentation constitutes AI-adjacent governance reporting; LBTIC 2023-2027 has M&E provisions; no dedicated AI governance M&E report published by government

   Note: External assessments (UNESCO RAM, Cambridge Core) available; no government AI governance M&E report; scored 2

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

   Sources ecofinagency.com (opens in a new tab)

6. M8.6

   Agriculture AI governance

   Score 2 / 4

   LBTIC 2023-2027 references AI in agriculture explicitly (satellite systems for agriculture, mining, real estate); ANGOSAT-2 satellite used for agriculture monitoring; Minister Oliveira confirmed AI in agriculture as priority; no formal agri-AI governance framework adopted

   Note: AI in agriculture referenced by minister and in LBTIC; ANGOSAT-2 agri monitoring active; no governance framework; scored 2

   Sources furtherafrica.com (opens in a new tab)

7. M8.7

   Financial services AI governance

   Score 2 / 4

   Banco Nacional de Angola (BNA) has fintech oversight; APD enforced against bank (USD 525,000 fine) confirming financial sector AI governance through data protection enforcement; mobile money growing (Multicaixa Express, PayAway); no standalone AI financial services regulation

   Note: APD active enforcement in financial sector; BNA fintech oversight; no standalone AI financial governance; scored 2

   Sources ibanet.org (opens in a new tab)

8. M8.8

   Education AI governance

   Score 2 / 4

   Huawei partnership: 5,000 ICT technicians trained (target 10,000 by 2027); ANGOTIC Startup Zone includes AI education components; LBTIC 2023-2027 digital literacy pillar; World Bank Angola Digital Acceleration Project Component 2 covers digital skills; no standalone education AI policy but significant training programmes active

   Note: Active government-endorsed ICT training at scale; AI education components in ANGOTIC; World Bank skills project; no standalone AI education policy; scored 2

   Sources furtherafrica.com (opens in a new tab)

9. M8.9

   Measurable governance outcomes

   Score 2 / 4

   Internet penetration grew from 32.6% (early 2023) to 45% (early 2025), measurable digital governance outcome; USD 89M government data center inaugurated April 2026, measurable sovereignty outcome; APD enforcement (USD 785,000+ fines), documented AI-adjacent governance impact; ANGOSAT-2 commercial access hub (December 2025), measurable satellite governance outcome

   Note: Multiple documented digital governance outcomes: penetration growth, DC inauguration, APD fines, ANGOSAT commercial; no AI governance-specific outcomes; scored 2

   Sources techpoint.africa (opens in a new tab)

10. M8.10

    WHO AI health guidance adoption

    Score 1 / 4

    No formal adoption of WHO Ethics and Governance of AI for Health guidance; UNESCO RAM (March 2026) covers health AI ethics; WHO operates health programmes in Angola; no formal alignment confirmed

    Note: UNESCO RAM covers health AI; no formal WHO adoption; scored 1