Which countries address AI bias and discrimination?
Rules on algorithmic discrimination, bias and fairness in AI systems and automated decisions.
13 of 109 reviewed jurisdictions address this in at least one tracked instrument. Updated 2026-10-04.
Each answer cites the instrument it rests on; open it for the provision and the full analysis. Whether a rule is binding law, a bill or guidance comes from the instrument's type and status, not from wording.
“Not found” means none of the instruments we track for that jurisdiction addresses the topic. It is not a finding that no such rule exists.
Yes — binding law in force (8)
Argentina
Yes — binding law in forceState AI systems must seek inclusion and equity by reducing unwanted bias and avoiding discriminatory practices.
- Argentina - Santa Fe - AI Adoption Protocol (2726/2025), Anexo, Artículo 4° — Decree, In Force
- Argentina - Buenos Aires - AI Guidelines (4/2025), Implementation Framework — Regulation, In Force
- Argentina - AI Regulation Framework (2505-D-2023), Artículo 4.2 — Bill, Proposed
- and 7 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
4 of 4 regions address this
- Buenos AiresGuidance or policy only
Public agents must identify and mitigate algorithmic bias that could cause discriminatory public-service outcomes.
- Argentina - Buenos Aires - Generative AI Guidelines, Key Focus Areas — Guideline, In Force
- JujuyGuidance or policy only
AI use must guard against algorithmic bias and uphold fairness, impartiality, and non-discrimination.
- Argentina - Jujuy - AI Use Protocol (Acordada N° 31/2025), Key Focus Areas — Guideline, In Force
Status verified 2026-09-07
- Río NegroGuidance or policy only
Users must actively mitigate risks associated with AI biases and discrimination.
- Argentina - Río Negro - AI Good Practices Protocol (RAI-AR-RN-PDBPPXX-2024), Compliance Checklist — Guideline, In Force
A possible change to a cited instrument is not yet verified.
- San JuanPartly — regional, framework or general (non-AI) law
AI systems must use representative, high-quality data to prevent discrimination and historical prejudice.
- Argentina - San Juan - AI Judicial Protocol (2024), Key Focus Areas — Regulation, In Force
Status verified 2026-09-09
Brazil
Yes — binding law in forceAI outputs supporting judicial decisions must preserve equality, non-discrimination and pluralism.
- Brazil - AI Governance in Judiciary (615/2025), Art. 8º — Regulation, In Force
- Brazil - São Paulo - AI Surveillance Program (63.552/2024), Compliance Checklist — Decree, In Force
- Brazil - National AI Regulation (2.338/2023), Art. 3º, IV — Bill, Under Review
- and 2 more
A possible change to a cited instrument is not yet verified.
China
Yes — binding law in forceProviders must monitor risks during operation and promptly identify and correct system deviations.
- China - Anthropomorphic AI Services Regulation, 第九条 — Regulation, In Force
- China AI Content Labeling Rules, Key Focus Areas — Regulation, In Force
- China - Generative AI Services Management, 第四条第(二)项 — Regulation, In Force
- and 4 more
Status verified 2026-09-10
0 of 4 regions address this
- BeijingNot found in the instruments we track
- ShanghaiNot found in the instruments we track
- ShenzhenNot found in the instruments we track
- ZhejiangNot found in the instruments we track
Italy
Yes — binding law in forceAI introduced into healthcare may not select or condition access to services using discriminatory criteria.
- Italy - AI Regulation (n.132/2025), Art. 7, comma 2 — Act, In Force
- Italy - Digital Transformation Plan, § 5.5.5 Come affrontare l’AI Act — Policy, In Force
Status verified 2026-09-08
As an EU member state, the EU AI Act also applies here.
0 of 2 regions address this
- Emilia-RomagnaNot found in the instruments we track
- LombardyNot found in the instruments we track
Kazakhstan
Yes — binding law in forceAI systems must ensure fairness and equality while excluding discrimination.
- Kazakhstan - AI Regulation (2025), Статья 6 — Act, In Force (Amended)
- Kazakhstan - AI Regulatory Amendments (232-VIII), Article 641-1 — Act, In Force
- Kazakhstan Digital Code, Monitoring and Evaluation — Act, Adopted (from 2026-07-01)
- and 1 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-10
Peru
Yes — binding law in forceAI development, implementation and use must include measures to prevent, mitigate and correct discriminatory or biased results.
- Peru - AI Regulation Implementation (115-2025), Artículo 7.a — Decree, In Force
- Peru - AI Regulation Bill (07033/2023), Título IV, numeral 6 — Bill, Under Review
- Peru - AI Education Integration (7659/2023), Key Focus Areas — Bill, Under Review
Status verified 2026-09-09
United States
Yes — binding law in forceMortgage originators and secondary market issuers must use AVM controls that comply with nondiscrimination laws.
- AVM Quality Control Standards Rule, III.B.3. Specifying a Nondiscrimination Quality Control Fact — Regulation, In Force
- US Federal Government Woke AI Prevention Order, Sec. 3(b) — Decree, In Force
- CMS 2024 Medicare Advantage Policy and AI Guidance, Key Focus Areas — Regulation, In Force
- and 15 more
Status verified 2026-09-07
10 of 51 states address this
- AlabamaAdopted — not yet in force
Insurers must annually certify that AI is applied fairly and does not unlawfully discriminate.
- Alabama AI Health Coverage Act, Section 1(b)(2)c. — Act, Awaiting Entry (from 2026-10-01)
Status verified 2026-09-08
- AlaskaNot found in the instruments we track
- ArizonaNot found in the instruments we track
- ArkansasNot found in the instruments we track
- CaliforniaPartly — regional, framework or general (non-AI) law
AI vendors must not deploy models displaying bias without counteracting mechanisms and technologies.
- California AI Protections Executive Order, Sources and References — Decree, In Force
- California Generative AI Procurement Order, TEXT — Decree, In Force
- California Chatbot Child Safety Bill, Section 22612(b) — Bill, Adopted
Status verified 2026-09-08
- ColoradoPartly — regional, framework or general (non-AI) law
Developers and deployers must use reasonable care against foreseeable algorithmic discrimination.
- Colorado AI Act Delay — Act, In Force
- United States - Colorado - AI in Insurance (SB 21-169), Colorado Insurance Regulation 10-1-1 — Act, In Force (Amended)
- Colorado AI in Healthcare Act, Compliance Checklist — Act, Awaiting Entry (from 2027-01-01)
- and 1 more
Status verified 2026-09-08
- ConnecticutPartly — regional, framework or general (non-AI) law
Automated employment decision processes must not produce discriminatory outcomes.
- Connecticut AI Responsibility and Transparency Act, Compliance Checklist — Act, In Force
- United States - Connecticut - AI Impact Assessment (Public Act 23-16), Compliance Checklist — Act, In Force
- United States - Connecticut - AI and Data Privacy Act (SB 1103), Sec. 2(c) — Act, In Force
- and 1 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
- DelawareNot found in the instruments we track
- FloridaNot found in the instruments we track
- GeorgiaGuidance or policy only
Agencies must conduct regular AI audits addressing ethical issues, including bias.
- United States - Georgia - AI Governance Guidelines (2024), Monitoring and Evaluation — Guideline, In Force (Amended)
- United States - Georgia - AI in Courts — Policy, Adopted (from 2025-07-03)
Status verified 2026-09-09
- HawaiiNot found in the instruments we track
- IdahoNot found in the instruments we track
- IllinoisPartly — regional, framework or general (non-AI) law
Employers using AI as the sole initial screening method must collect and report applicants' race and ethnicity.
- United States - Illinois - AI Video Interview Regulation (2019) — Act, In Force
- United States - Illinois - AI Employment Regulation (HB 3773), Key Focus Areas — Act, In Force
- Illinois AI Healthcare Downcoding Bill, Key Focus Areas — Bill, Awaiting Entry (from 2028-01-01)
A possible change to a cited instrument is not yet verified.
- IndianaNot found in the instruments we track
- IowaNot found in the instruments we track
- KansasNot found in the instruments we track
- KentuckyNot found in the instruments we track
- LouisianaNot found in the instruments we track
- MaineNot found in the instruments we track
- MarylandNot found in the instruments we track
- MassachusettsNot found in the instruments we track
- MichiganNot found in the instruments we track
- MinnesotaNot found in the instruments we track
- MississippiNot found in the instruments we track
- MissouriNot found in the instruments we track
- MontanaNot found in the instruments we track
- NebraskaNot found in the instruments we track
- NevadaNot found in the instruments we track
- New HampshireNot found in the instruments we track
- New JerseyNot found in the instruments we track
- New MexicoNot found in the instruments we track
- New YorkPartly — regional, framework or general (non-AI) law
Employers and employment agencies must obtain independent bias audits assessing AEDT disparate impact.
- United States - New York - Employment Decision Tools (LL144), Overview — Regulation, In Force
Status verified 2026-09-09
- North CarolinaGuidance or policy only
The framework's guiding principles promote equitable treatment and prevention of algorithmic bias.
- United States - North Carolina - Responsible AI Framework, Key Focus Areas — Policy, In Force
Status verified 2026-09-17
- North DakotaNot found in the instruments we track
- OhioNot found in the instruments we track
- OklahomaNot found in the instruments we track
- OregonNot found in the instruments we track
- PennsylvaniaNot found in the instruments we track
- Puerto RicoNot found in the instruments we track
- Rhode IslandNot found in the instruments we track
- South CarolinaNot found in the instruments we track
- South DakotaNot found in the instruments we track
- TennesseeNot found in the instruments we track
- TexasNot found in the instruments we track
- UtahNot found in the instruments we track
- VermontPartly — regional, framework or general (non-AI) law
Health-plan AI tools must not discriminate and must be fairly and equitably applied.
- Vermont AI Neurological Rights in Health Act, 18 V.S.A. § 9771(a)(5) — Act, In Force
- United States - Vermont - AI in Insurance (DFR Bulletin 229), Section 3: Regulatory Guidance and Expectations — Guideline, In Force
Status verified 2026-09-08
- VirginiaNot found in the instruments we track
- WashingtonPartly — regional, framework or general (non-AI) law
Health plans using AI for medical-necessity prior authorization must ensure it does not unlawfully discriminate.
- Washington AI in Insurance Prior Authorization Act, Sec. 2, RCW 48.43.830(3)(b)(iv) — Act, In Force
- United States - Washington - Responsible AI Policy, Compliance Checklist — Policy, In Force
Status verified 2026-09-07
- West VirginiaNot found in the instruments we track
- WisconsinNot found in the instruments we track
- WyomingNot found in the instruments we track
Vietnam
Yes — binding law in forceTraining datasets must be representative and algorithmic biases must be mitigated.
- Vietnam AI Act 2025 — Act, In Force
- Vietnam - Responsible AI Development (1290/QD-BKHCN), Key Focus Areas — Respect for Human Rights and Dignity — Guideline, In Force
Status verified 2026-09-08
0 of 1 regions address this
- Ho Chi Minh CityNot found in the instruments we track
Partly — regional, framework or general (non-AI) law (4)
Latvia
Partly — regional, framework or general (non-AI) lawAI development and deployment must respect non-discrimination and other fundamental rights.
- Latvia - AI Development Law (2025) — Act, In Force
Status verified 2026-09-11
As an EU member state, the EU AI Act also applies here.
Nigeria
Partly — regional, framework or general (non-AI) lawPlatforms must use human review of automated moderation to reduce bias and erroneous removals.
- Nigeria - Code of Practice for Platforms (2022) — Regulation, In Force
- Nigeria - AI Code of Practice (2025), Compliance obligations — Regulation, Draft
- Nigeria - Lagos - AI Guidelines (LSAGXXX-2025) — Guideline, Adopted (from 2025-08-01)
- and 3 more
Status verified 2026-09-07
South Korea
Partly — regional, framework or general (non-AI) lawThe notice requires pre-deployment testing that covers bias in AI models.
- South Korea - AI Impact Assessment, Compliance Checklist — Regulation, In Force
- South Korea - AI Industry Promotion (AIPTRXX/2022), Implementation Timeline / Compliance Checklist — Bill, Proposed
- South Korea - Automated Decision Rights Guide, Key Focus Areas — Guideline, Adopted
A possible change to a cited instrument is not yet verified.
0 of 1 regions address this
- SeoulNot found in the instruments we track
Spain
Partly — regional, framework or general (non-AI) lawParticipating AI systems must be designed to avoid discriminatory bias.
- Spain - National AI Sandbox (Royal Decree 817/2023), Artículo 11.e — Decree, In Force
- Spain AI Governance Bill, Prácticas prohibidas de la IA — Bill, Under Review
- Spain - Basque Country - AI Strategy — Policy, In Force
- and 3 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
3 of 3 regions address this
- AsturiasPartly — regional, framework or general (non-AI) law
Data used to train and operate AI must be adequate, error-free and free from bias.
- Spain - Asturias - AI Regulation (98/2025) — Decree, In Force
Status verified 2026-09-09
- CataloniaGuidance or policy only
The compliance checklist directs AI-system users to prevent bias and ensure equitable outcomes.
- Spain - Catalonia - Ethical AI Framework, Compliance Checklist — Policy, In Force
Status verified 2026-09-09
- GaliciaPartly — regional, framework or general (non-AI) law
AI systems must be designed to ensure impartiality and avoid biased, discriminatory outcomes.
- Spain - Galicia - AI Regulation (2/2025), Compliance Checklist — Act, In Force
- Spain - Galicia - AI Development Law (2/2025), Artículo 10 — Act, In Force (Amended)
A possible change to a cited instrument is not yet verified.
Proposed (16)
Bahrain
ProposedThe bill sets binding principles intended to prevent algorithmic bias.
- Bahrain - AI Regulation Law (2024) — Bill, Under Review
Status verified 2026-09-08
Bangladesh
ProposedSocial media intermediaries must review automated tools for accuracy, fairness, bias, discrimination, privacy and security.
- Bangladesh - Digital Media Regulation (draft), Clause 7.04 — Regulation, Draft
- Bangladesh - National AI Strategy, On governance and safeguards — Policy, Adopted
Status verified 2026-09-09
Chile
ProposedThe explanatory text says AI should not perpetuate inequalities or generate discriminatory algorithmic bias.
- Chile - AI Development Limits (17112-19), Antecedentes — Bill, Under Review
- Chile - AI Systems Regulation (Boletín 16821-19) — Bill, Under Review
- Chile - AI Tools Guidelines (711/2023), Key Focus Areas — Guideline, In Force
- and 2 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
Colombia
ProposedAI must respect constitutional rights and mitigate algorithmic bias.
- Colombia - Ethical AI Law Proposal (PL 005/2024C), Key Focus Areas — Bill, Stalled
- Colombia - AI Regulation Bill (C200/2023) — Bill, Stalled
- Colombia - Ethical AI Adoption Roadmap, 6. No Discriminación en la Ética de la Inteligencia Artifici — Policy, In Force
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-10
Costa Rica
ProposedAI operators must identify, assess, and mitigate algorithmic bias and discrimination.
- Costa Rica - AI Regulation Bill, Bias Prevention — Bill, Under Review
- Costa Rica AI Regulation Bill, ARTÍCULO 7 — Bill, Under Review
Status verified 2026-09-09
Ecuador
ProposedOrganizations deploying high-risk AI must monitor systems for bias and discrimination.
- Ecuador - AI Regulation and Promotion (2024) — Bill, Under Review
Status verified 2026-09-09
Egypt
ProposedThe draft describes requirements aimed at preventing discriminatory AI outcomes across groups.
- Egypt - AI Governance Law (2024), Key Focus Areas — Bill, Draft
- Egypt - Responsible AI Guidelines, Key Focus Areas — Justice and Equality — Guideline, Adopted (from 2023-04-19)
Status verified 2026-09-08
France
ProposedThe authorized system must use representative datasets and detect and prevent bias and errors.
- France - Biometric Recognition Bill (n°505), Article 5, VI, 1° — Bill, Under Review
- France - National AI Strategy — Policy, Adopted (from 2018-03-28)
Status verified 2026-09-08
As an EU member state, the EU AI Act also applies here.
India
ProposedIt prohibits discrimination by AI in critical decisions and mandates audits and corrective withdrawal for significant bias.
- India AI Ethics and Accountability Bill, Key Focus Areas — Bill, Proposed
- India SEBI AI Responsibility Proposal for Securities Market, Compliance Checklist — Regulation, Proposed
- India - AI Governance Guidelines (2025), Part 1, 04 Fairness and Equity — Guideline, In Force
- and 2 more
Status verified 2026-09-09
2 of 4 regions address this
- KarnatakaGuidance or policy only
The compliance checklist directs AI developers and deployers to ensure fairness in AI systems.
- India - Karnataka - AI Mission Policy, Compliance Checklist — Policy, Adopted (from 2025-11-13)
A possible change to a cited instrument is not yet verified.
- MaharashtraGuidance or policy only
Technology providers are liable for algorithmic bias and systemic errors caused by flawed data or model design.
- India - Maharashtra - AI in Agriculture (2025-29), Penalties, Liability, and Appeals — Policy, In Force
Status verified 2026-09-09
- Tamil NaduNot found in the instruments we track
- TelanganaNot found in the instruments we track
Indonesia
ProposedDevelopers and deployers must conduct bias testing and embed fairness and non-discrimination.
- Indonesia - National AI Regulation, Obligations and enforcement — Decree, Draft
- Indonesia - National AI Roadmap, Compliance Checklist — Policy, Draft
- Indonesia - AI Governance for Banking, Key Focus Areas — Model development and testing — Guideline, In Force
- and 1 more
Status verified 2026-09-08
Kenya
ProposedAI development and use must be inclusive of all Kenyans.
- Kenya - Robotics and AI Society Bill (2023), Section 4(e) — Bill, Under Review
- Kenya - AI Code of Practice (DKS 3007:2024), Compliance Checklist — Standard, Adopted (from 2024-09-30)
- Kenya - Media Reporting Guidelines, Key Focus Areas — Guideline, Adopted
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-08
Mexico
ProposedHigh-risk AI impact assessments must evaluate discrimination risks before deployment.
- Mexico - Federal AI Legislative Initiatives — Bill, Under Review
- Mexico - AI Strategy Development — Policy, Adopted
- Mexico - AI Development Guidelines (2018), Key Focus Areas — Guideline, In Force
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
Philippines
ProposedIt requires fairness measures intended to prevent algorithmic discrimination and bias.
- Philippines - AI Development Regulation (HB 7396), Key Focus Areas — Ethical AI Principles and Implementation — Bill, Under Review
- Philippines - National AI Research Center (HB 7983) — Bill, Under Review
- Philippines - AI Labor Protection (HB 9448), House Bill 9448 includes important exceptions — Bill, Under Review
- and 1 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-08
Thailand
ProposedOrganizations must monitor deployed systems for emerging bias and related real-world harms.
- Thailand - AI Risk Assessment Guidelines, Monitoring and Evaluation — Regulation, Draft
- Thailand - AI Business Operations (2022), Operational obligations — Decree, Draft
- Thailand - AI Innovation Testing Center, Key Focus Areas — Regulation, Draft
- and 3 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-08
Turkey
ProposedDatasets used in AI must avoid discriminatory sampling.
- Turkey - AI Law Amendments (Esas No. 2/3358), Compliance Checklist — Bill, Under Review
- Turkey - AI Regulation Bill (2/2234), Key Focus Areas — Bill, Under Review
- Turkey - AI in Education Policy — Policy, In Force
- and 4 more
Status verified 2026-09-09
Ukraine
ProposedIt prohibits AI systems from perpetuating or amplifying bias and calls for disparate-impact testing and corrections.
- Ukraine - AI and Human Rights, Key Focus Areas — Non-Discrimination and Fairness — Regulation, Proposed
- Ukraine - AI Development Strategy (Order No. 1556-р) — Policy, In Force (Amended)
- Ukraine - Responsible AI in Advertising, Key Focus Areas — Bias Prevention in Targeting — Guideline, In Force
- and 2 more
Status verified 2026-09-10
Guidance or policy only (42)
Australia
Guidance or policy onlyThe listed requirements include ongoing testing for bias, reliability and unintended consequences.
- Australia - AI Policy Update, Mandatory requirements and implementation measures — Policy, In Force
- Australia - AI Ethics Framework (2019), Core principles for AI, 5. Fairness — Guideline, Adopted (from 2019-11-07)
- Australia - AI Assurance Framework (2024), Compliance Checklist — Guideline, In Force
- and 2 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
5 of 7 regions address this
- Australian Capital TerritoryGuidance or policy only
Directorates must manage AI risks, including algorithmic bias and unfair or discriminatory outcomes.
- Australia - Australian Capital Territory - AI Policy (2025), Definitions — Policy, In Force
Status verified 2026-09-09
- New South WalesGuidance or policy only
Agencies must apply the framework after deployment to monitor for biases and other issues.
- Australia - New South Wales - AI Assurance Framework (2022), Monitoring and Evaluation — Policy, In Force
Status verified 2026-09-17
- Northern TerritoryGuidance or policy only
Agencies must align AI design and operations with ethics principles including fairness.
- Australia - Northern Territory - AI Assurance Framework (2024), Sources and References — Policy, In Force
Status verified 2026-09-09
- QueenslandGuidance or policy only
Agencies must apply an ethical framework addressing fairness, bias mitigation and non-discrimination.
- Australia - Queensland - AI Governance Policy (2024), Key Focus Areas — Policy, In Force
- Australia - Queensland - AI Governance Policy (RAI-AU-QL-ARTINGO-2024), Key Focus Areas — Ethical Framework and Principles — Policy, In Force
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-10
- TasmaniaNot found in the instruments we track
- VictoriaGuidance or policy only
Agencies must document potential AI bias as part of their AI technology records.
- Australia - Victoria - AI Recordkeeping Policy (RAI-AU-VI-AIATRXX-2024), Overview — Policy, In Force
- Australia - Victoria - Generative AI Guidelines, Key Focus Areas — Guideline, In Force
Status verified 2026-09-08
- Western AustraliaNot found in the instruments we track
Austria
Guidance or policy onlyApplicants must incorporate European AI ethical and regulatory guidance, including fairness, into project design.
- Austria - AI for Climate Action — Policy, In Force
Status verified 2026-09-06
As an EU member state, the EU AI Act also applies here.
Belgium
Guidance or policy onlyThe roadmap promotes non-discrimination as part of AI procurement and deployment.
- Belgium - National AI Coalition, Key Focus Areas — Policy, Adopted (from 2019-03-01)
- Belgium - AI for Common Good, Penalties, Liability, and Appeals — Policy, In Force
- Belgium - Flemish AI Research Programme — Policy, In Force
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
Bulgaria
Guidance or policy onlyProcurement requires bias-mitigation testing before educational AI deployment.
- Bulgaria - AI in Education Strategy, Implementation Framework — Policy, Draft
Status verified 2026-09-08
As an EU member state, the EU AI Act also applies here.
Canada
Guidance or policy onlyIt encourages engagement with diversity and inclusion specialists on bias and intersectionality.
- Canada - Algorithmic Impact Assessment (2019), Section 3.2, Engage Gender-based Analysis Plus experts — Policy, In Force (Amended)
- Canada - Generative AI Guidance, FASTER principles — Guideline, In Force
- Canada - Automated Decision-Making Directive, 6.3.1 — Policy, In Force (Amended)
- and 3 more
Status verified 2026-09-07
2 of 4 regions address this
- AlbertaNot found in the instruments we track
- British ColumbiaGuidance or policy only
AI-system biases must be proactively identified, assessed, and mitigated to ensure equitable outcomes.
- Canada - British Columbia - AI Responsible Use Principles, Compliance Checklist — Policy, Draft
Status verified 2026-09-10
- OntarioNot found in the instruments we track
- QuebecGuidance or policy only
AI data must be accurate and free from biases that may cause harm or reinforce discrimination.
- Canada - Quebec - Responsible AI Use Guidelines, Principe de la fiabilité et de la robustesse 3 — Guideline, In Force
A possible change to a cited instrument is not yet verified.
Côte d'Ivoire
Guidance or policy onlyAI-system implementers are instructed to mitigate algorithmic discrimination and ensure fairness.
- Côte d'Ivoire - National AI Strategy — Policy, Adopted (from 2025-03-13)
Status verified 2026-09-09
Cyprus
Guidance or policy onlyIt recommends independent assessment and third-party evaluation of AI pilots, including fairness testing, before scaling.
- Cyprus - National AI Strategy, Monitoring and Evaluation — Policy, Adopted
A possible change to a cited instrument is not yet verified.
As an EU member state, the EU AI Act also applies here.
Denmark
Guidance or policy onlyThe cited non-binding AI ethics guidelines call for avoiding discriminatory effects and unfair bias.
- Denmark - AI Regulation Supplement (Law No. 467/2025), Recital (27) — Act, In Force
- Denmark - Responsible Generative AI Guidelines, Implementation Framework — Guideline, In Force
- Denmark - National AI Taskforce, Compliance Checklist — Policy, In Force
- and 1 more
Status verified 2026-09-08
As an EU member state, the EU AI Act also applies here.
Estonia
Guidance or policy onlyIt recommends safeguards against discriminatory profiling and assessment of fairness in AI procurement.
- Estonia - AI Expert Group Report (2019), Key Focus Areas — Policy, Adopted
A possible change to a cited instrument is not yet verified.
As an EU member state, the EU AI Act also applies here.
Ethiopia
Guidance or policy onlyFairness is addressed through non-binding ethical guidelines for AI design and operations.
- Ethiopia - National AI Policy (2024), Key Focus Areas (4) Trustworthy AI and ethics — Policy, In Force
Status verified 2026-09-09
Finland
Guidance or policy onlyPilot operators must conduct fairness testing before scaling AI-enabled services.
- Finland - Human-Centric AI Programme, Compliance Checklist — Policy, Adopted
As an EU member state, the EU AI Act also applies here.
1 of 1 regions address this
- HelsinkiGuidance or policy only
City divisions must perform and document non-discrimination and fairness checks for algorithmic bias.
- Finland - Helsinki - AI Register, Key Focus Areas — Policy, In Force
Status verified 2026-09-06
Germany
Guidance or policy onlyWorkshops should address workplace AI risks and challenges, including bias.
- Germany - Participatory AI Labs, Key Focus Areas — Policy, In Force
A possible change to a cited instrument is not yet verified.
As an EU member state, the EU AI Act also applies here.
1 of 3 regions address this
- Baden-WürttembergNot found in the instruments we track
- BavariaNot found in the instruments we track
- North Rhine-WestphaliaGuidance or policy only
The compliance checklist promotes diversity and non-discrimination in AI design and deployment.
- Germany - North Rhine-Westphalia - AI Strategy 2.0, Compliance Checklist — Policy, In Force
Ghana
Guidance or policy onlyIt calls for inclusive design and measures to reduce algorithmic bias.
- Ghana - National AI Strategy, Compliance Checklist — Policy, Adopted (from 2023-10-01)
- Ghana - Ethical AI Readiness Assessment (RAI-GH-NA-RAMREXX-2024), Implementation Framework — Guideline, In Force
Status verified 2026-09-10
Greece
Guidance or policy onlyIt says designers, developers, and deployers must continuously ensure AI systems respect fairness and equity.
- Greece - National AI Strategy, Appendix I — Policy, Under Review
Status verified 2026-09-10
As an EU member state, the EU AI Act also applies here.
Hong Kong
Guidance or policy onlyIt promotes fairness and objectivity to prevent discrimination in generative AI systems.
- Hong Kong - AI Development Guidelines (2025), Key Focus Areas — Fairness and Objectivity — Guideline, In Force
Status verified 2026-09-09
Iceland
Guidance or policy onlyIt recommends considering accessibility and equity in AI deployment and development.
- Iceland - AI Policy (2021) — Policy, Adopted (from 2021-01-01)
Status verified 2026-09-09
Ireland
Guidance or policy onlyPublic-service AI use must be informed by assessment of potential human-rights and equality implications.
- Ireland - National AI Strategy, Section 4.3, “Ethical and Compliance Considerations” — Policy, Adopted (from 2021-07-08)
- Ireland - Responsible AI Use Guidelines, Chapter 4, 4.5.2, Avoidance of unfair bias — Guideline, In Force
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
Israel
Guidance or policy onlyIt recommends technical and organizational measures to mitigate AI bias and discrimination.
- Israel - AI Regulation and Ethics, Key Focus Areas — Policy, Adopted (from 2023-12-14)
- Israel - Algorithmic Processing Guidance, Monitoring and Evaluation — Guideline, In Force
- Israel - AI Policy Principles, Compliance Checklist — Policy, Draft
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
Japan
Guidance or policy onlyOrganizations should test AI for biased outcomes and adopt remediation strategies.
- Japan - AI Utilization Guidelines, Key Focus Areas (7) — Guideline, Adopted (from 2019-08-09)
- Japan - AI R&D Guidelines, Compliance Checklist Requirement — Guideline, Draft
- Japan - Human-Centric AI Principles, 4.1(6) The Principle of Fairness, Accountability, and Transp — Policy, In Force
Status verified 2026-09-10
Lebanon
Guidance or policy onlyThe checklist requires integration of ethical guidelines focused on fairness and non-discrimination.
- Lebanon - AI Initiative, Compliance Checklist — Policy, In Force
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
Lithuania
Guidance or policy onlyIt recommends mitigating dataset biases that could harm rights or cause unlawful discrimination.
- Lithuania - AI Development Amendments (XV-105), (67) — Act, In Force
- Lithuania - AI Use in Public Sector, Key Focus Areas — Policy, Adopted (from 2024-05-09)
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
Luxembourg
Guidance or policy onlySchools must implement equity and inclusion safeguards to avoid worsening disparities.
- Luxembourg - AI in Schools Guidelines, Implementation requirements — Policy, Draft
- Luxembourg - National AI Strategy (2025), On risk and safety — Policy, Adopted
Status verified 2026-09-07
As an EU member state, the EU AI Act also applies here.
Malaysia
Guidance or policy onlyThe plan directs measures to minimise algorithmic bias in AI systems.
- Malaysia National AI Action Plan 2030 — Policy, In Force
- Malaysia - AI National Strategy (2024), Implementation Framework — Policy, Adopted (from 2024-05-10)
- Malaysia - National AI Roadmap, Compliance Checklist — Policy, In Force
- and 1 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-08
Maldives
Guidance or policy onlyIt instructs AI stakeholders to adhere to ethical principles including fairness.
- Maldives - National AI Masterplan — Policy, Draft
Status verified 2026-09-09
Malta
Guidance or policy onlyIt recommends bias mitigation and fairness through dataset governance and testing.
- Malta - Ethical AI Framework, Compliance Checklist — Guideline, Adopted (from 2019-10-03)
As an EU member state, the EU AI Act also applies here.
Morocco
Guidance or policy onlyNo national rule found; covered by regional law.
1 of 1 regions address this
- Casablanca-SettatGuidance or policy only
AI solution design, development and deployment must integrate ethical considerations including fairness.
- Morocco - Casablanca-Settat - AI Excellence Center — Policy, In Force
Status verified 2026-09-08
Netherlands
Guidance or policy onlyFunded project design includes a commitment to non-discrimination and fundamental-rights protections in deployment.
- Netherlands - AI Investment Programme — Policy, In Force
- Netherlands - AI Oversight Guidelines, 3.1 Rechtmatigheid, behoorlijkheid en transparantie — Guideline, In Force
- Netherlands - Digital Public Administration Guidelines, Key Focus Areas — Guideline, Adopted (from 2021-04-30)
- and 8 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
1 of 1 regions address this
- AmsterdamGuidance or policy only
Departments must document bias testing and mitigation measures for registered algorithms.
- Netherlands - Amsterdam - Algorithm Transparency (2020), Key Focus Areas — Policy, In Force
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
New Zealand
Guidance or policy onlyIt recommends accuracy, bias and robustness testing using representative datasets.
- New Zealand - AI Privacy Guidance, Implementation Framework — Guideline, In Force
- New Zealand - Algorithm Use Guidelines, Key Focus Areas — Guideline, In Force
- New Zealand - Public Service AI Framework (RAI-NZ-NA-PUBSEAI-2025), Monitoring and Evaluation — Guideline, In Force
- and 3 more
Status verified 2026-09-06
Portugal
Guidance or policy onlyIt urges technology companies to use diverse and inclusive development teams to identify and correct bias.
- Portugal - Digital Human Rights (27/2021), THE USE OF TECHNOLOGIES AS A WAY OF DISCRIMINATION — Act, In Force (Amended)
- Portugal - Ethical AI in Public Administration, Key Focus Areas — Guideline, In Force
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
Qatar
Guidance or policy onlyIt recommends bias assessment as part of AI testing before deployment.
- Qatar - AI Security Guidelines, Practical recommendations — Guideline, In Force
- Qatar - Ethical AI Guidelines, Key Focus Areas — Guideline, In Force
- Qatar - AI Guidelines for Banks, Data governance — Guideline, In Force
- and 1 more
1 of 1 regions address this
- DohaGuidance or policy only
Financial institutions must assess AI risks including bias and discrimination and develop mitigation strategies.
- Qatar - AI Guidelines for Finance (2024), Key Focus Areas — Guideline, In Force
Status verified 2026-09-09
Romania
Guidance or policy onlyIts human-centred AI principle calls for respecting the right not to be discriminated against through applied algorithms.
- Romania - National AI Strategy, CAPITOLUL 2, secțiunea 2.3 — Policy, Adopted
Status verified 2026-09-10
As an EU member state, the EU AI Act also applies here.
Russia
Guidance or policy onlyIt recommends verifying that algorithms, datasets and machine-learning methods do not cause intentional discrimination.
- Russia - AI Ethics Guidelines (2021), Section I, 1.4 — Guideline, Adopted (from 2021-10-26)
Status verified 2026-09-09
0 of 2 regions address this
- MoscowNot found in the instruments we track
- TatarstanNot found in the instruments we track
Rwanda
Guidance or policy onlyThe compliance checklist calls for measures preventing discrimination and stigmatization in AI systems.
- Rwanda - National AI Policy, Compliance Checklist — Policy, Adopted (from 2023-04-20)
Status verified 2026-09-10
Saudi Arabia
Guidance or policy onlyThe checklist directs entities to conduct bias testing before deployment.
- Saudi Arabia - AI Adoption Framework, Compliance Checklist — Guideline, In Force
- Saudi Arabia - Deepfakes Guidelines, 5.4.1 — Guideline, Draft
- Saudi Arabia - Generative AI Guidelines, Implementation Framework — Guideline, In Force
- and 1 more
A possible change to a cited instrument is not yet verified.
Serbia
Guidance or policy onlyAI systems must prevent discrimination in their use.
- Serbia - Ethical AI Guidelines, 3.4 Fairness — Guideline, Adopted (from 2023-03-23)
Status verified 2026-09-09
Singapore
Guidance or policy onlyIt recommends testing and monitoring to identify bias and other AI performance or safety problems.
- Singapore - Ethical AI Advisory Council — Guideline, In Force
- Singapore - Personal Data in AI Systems, 5.9 — Guideline, In Force
- Singapore - AI Model Risk Management, Section 6.3.14 — Guideline, In Force
- and 3 more
Status verified 2026-09-07
Slovakia
Guidance or policy onlySchools must monitor equity effects and prevent AI from worsening resource inequalities.
- Slovakia - AI in Education Guidelines, Implementation Framework — Guideline, In Force
- Slovakia - AI Ethics Commission (2020), Monitoring and Evaluation — Guideline, In Force
Status verified 2026-09-09
As an EU member state, the EU AI Act also applies here.
Sweden
Guidance or policy onlyThe strategy directs that AI systems be non-discriminatory.
- Sweden National AI Strategy 2026, Text following Sources and References — Policy, In Force
Status verified 2026-09-07
As an EU member state, the EU AI Act also applies here.
Switzerland
Guidance or policy onlyInstitutions must account for historical bias and unrepresentative data in AI inputs.
- Switzerland - AI Governance Guidelines (08/2024), Key Focus Areas — Guideline, In Force
Status verified 2026-09-08
Taiwan
Guidance or policy onlyFairness and non-discrimination are principles aimed at preventing algorithmic bias and discriminatory outcomes.
- Taiwan AI Basic Act — Act, In Force
- Taiwan - AI Evaluation Centre, Key Focus Areas — Policy, In Force
- Taiwan - AI Action Plan 2.0 — Policy, Adopted (from 2026-12-31)
- and 1 more
Status verified 2026-09-09
1 of 1 regions address this
- KaohsiungGuidance or policy only
The governing AI framework guards against biased or discriminatory outcomes.
- Taiwan - Kaohsiung - Smart Lighthouse AI Program, Penalties, Liability, and Appeals — Policy, In Force
Status verified 2026-09-09
United Arab Emirates
Guidance or policy onlyIt requires pre-deployment testing for bias and continuous monitoring.
- United Arab Emirates - AI Adoption Guidelines, Key Focus Areas — Guideline, In Force
- United Arab Emirates - AI Ethics Guidelines, Key Focus Areas — Guideline, In Force
- United Arab Emirates - AI Ethics Self-Assessment Tool, Implementation Framework — Guideline, In Force
- and 2 more
1 of 2 regions address this
- Abu DhabiNot found in the instruments we track
- DubaiGuidance or policy only
Developers must test models for demographic bias and implement mitigation against discriminatory outcomes.
- United Arab Emirates - Dubai - AI Certification Framework, Key Focus Areas — Policy, In Force
- United Arab Emirates - Dubai - AI Regulatory Sandbox, Key Focus Areas — Policy, In Force
- United Arab Emirates - Dubai - Ethical AI Guidelines — Guideline, In Force
Status verified 2026-09-09
United Kingdom
Guidance or policy onlyIt requires fairness in developing and using AI solutions, including avoiding prejudiced outputs.
- United Kingdom - AI Playbook, Fairness, bias and discrimination — Guideline, In Force (Amended)
- UK AI Assurance Guide, Key Focus Areas — Guideline, In Force
- United Kingdom - Good Practice in Health Technologies, Section 7, Be transparent about the limitations of the data — Guideline, In Force
- and 5 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-09
1 of 1 regions address this
- ScotlandPartly — regional, framework or general (non-AI) law
Public-sector entities must assess ethical and societal impacts, including bias and discrimination, for each AI system.
- United Kingdom - Scotland - AI Register (2025), Compliance Checklist — Regulation, In Force
Not found in the instruments we track (15)
Croatia
Not found in the instruments we trackAs an EU member state, the EU AI Act also applies here.
Czech Republic
Not found in the instruments we trackAs an EU member state, the EU AI Act also applies here.
Hungary
Not found in the instruments we trackAs an EU member state, the EU AI Act also applies here.
Iran
Not found in the instruments we trackIraq
Not found in the instruments we trackNorway
Not found in the instruments we trackPakistan
Not found in the instruments we trackPanama
Not found in the instruments we trackPoland
Not found in the instruments we trackAs an EU member state, the EU AI Act also applies here.
Senegal
Not found in the instruments we trackSlovenia
Not found in the instruments we trackAs an EU member state, the EU AI Act also applies here.
South Africa
Not found in the instruments we trackTunisia
Not found in the instruments we trackUruguay
Not found in the instruments we trackUzbekistan
Not found in the instruments we track
International organisations (24)
African Union
Not found in the instruments we trackAPEC
Not found in the instruments we trackASEAN
Guidance or policy onlyOrganizations are advised to align AI systems with principles including fairness and equity.
- ASEAN AI Governance Guide, Compliance Checklist — Guideline, In Force
Status verified 2026-09-07
BRICS
Not found in the instruments we trackCouncil of Europe
Not found in the instruments we trackEuropean Union
Yes — binding law in forceIt requires high-quality training datasets to reduce risks of discriminatory outcomes, especially for high-risk AI.
- EU AI Act Enforcement, Compliance Checklist — Regulation, In Force
- European Union - Digital Regulation Simplification (2025), Recital (31) — Bill, Under Review
- European Union - AI Act Implementation — Policy, In Force
- and 8 more
A possible change to a cited instrument is not yet verified.
Status verified 2026-09-11
G7
Guidance or policy onlyIt expects iterative red-teaming, which is described as identifying biases in AI models.
- G7 Hiroshima AI Process, Risk Management and Red-Teaming Protocols — Policy, Adopted (from 2023-12-01)
Status verified 2026-09-09
GPAI
Not found in the instruments we trackIAEA
Guidance or policy onlyIt recommends that human-centred AI avoid discrimination and maintain fairness and justice.
- IAEA AI Nuclear Safety Security Guidance, 3.2.7 — Guideline, In Force
Status verified 2026-09-09
ICAO
Not found in the instruments we trackIEEE
Guidance or policy onlyOrganizations must document bias considerations throughout an AI system’s lifecycle.
- IEEE Algorithmic Bias Standard, Key Provisions — Standard, In Force
- IEEE Algorithmic Bias Standard, Key Provisions — Standard, In Force
- IEEE CertifAIEd Ethics Certification Program, Key Focus Areas — Standard, In Force
Status verified 2026-09-09
ILO
Guidance or policy onlyIt prohibits using workplace AI systems for discriminatory practices.
- ILO Work for a Brighter Future Report, Key Provisions — Policy, Adopted (from 2019-01-22)
- ILO AI and Work Observatory — Policy, In Force
Status verified 2026-09-09
International
Not found in the instruments we trackInterpol
Guidance or policy onlyIt recommends adherence to fairness principles and identifies discriminatory outcomes as AI risks to monitor.
- Interpol Responsible AI Toolkit for Law Enforcement, Key Provisions — Policy, In Force
Status verified 2026-09-07
ISO
Guidance or policy onlyOrganizations must monitor AI performance using metrics that include fairness.
- ISO AI Management System Standard, Monitoring and Evaluation — Standard, In Force
- ISO AI Impact Assessment Standard, Clause 5 — Standard, In Force
- ISO AI System Life Cycle Processes, Monitoring and Evaluation — Standard, In Force
- and 2 more
Status verified 2026-09-09
ITU
Guidance or policy onlyIt recommends diverse datasets and benchmarks to prevent reinforcement of bias in AI health data.
- ITU AI for Good Summit Report 2017, Key Provisions and Breakthrough Teams — Policy, Adopted (from 2017-06-09)
Status verified 2026-09-07
NATO
Guidance or policy onlyAI developers and users must take proactive steps to minimize unintended bias in applications and datasets.
- NATO Responsible AI Principles, Definitions — Bias Mitigation — Policy, In Force
Status verified 2026-09-07
OAS
Not found in the instruments we trackOECD
Guidance or policy onlyEnterprises must identify AI lifecycle risks, including impacts on fairness.
- OECD AI Due Diligence Guidance, Key Provisions — Guideline, In Force
- OECD AI Principles, Section 1, 1.2. Respect for the rule of law, human rights an — Guideline, In Force (Amended)
- OECD AI Principles, Section 1, 1.2(a) — Guideline, In Force (Amended)
Status verified 2026-09-09
UNESCO
Not found in the instruments we trackUnited Nations
Guidance or policy onlyIt urges UN entities to prevent bias and stigmatization in AI models.
- UN Ethical AI Principles for the UN System, Core Ethical Principles and Provisions — Guideline, Adopted (from 2022-09-01)
- United Nations - AI for Sustainable Development, Key Focus Areas — Decree, In Force
Status verified 2026-09-07
WHO
Guidance or policy onlyIt requires AI to be accessible regardless of personal characteristics and to reduce digital exclusion.
- WHO Health AI Ethics Guidance, Key Provisions — Guideline, In Force
Status verified 2026-09-09
World Bank
Not found in the instruments we trackWorld Economic Forum
Not found in the instruments we track