Research preview. Independent expert review is pending. The worked analyses are hypothetical.
Method and corrections Interactive field model
Inspect the system around the AI system. The model is organized by the clauses of the definition: societies, the four objects, the benefits and harmful patterns governance aims at, and the conditions it races against. Apply a cross-cutting test, narrow by lifecycle stage or level, and inspect how definitions, claims, relationships and sources travel together.
Apply a cross-cutting test Whole model Power Legitimacy Distribution Adaptability
Narrow by lifecycle stage or level Lifecycle stage Any stage Research Data collection Model development Evaluation Procurement Deployment Monitoring Incident response Retirement Level Any level Community and organisational use Corporate Sectoral National Regional International Loading interactive controls. Concept links remain available. Field model · whole model
Groups follow the clauses of the definition; they are not a sequence or causal chain. Actual relationships appear in the inspector.
Jump to selected entity Societies …how societies should shape…
actor AI developer or provider actor Deploying organization actor Affected people actor Civil society and independent researchers Incentives …the incentives…
incentive Deployment pressure incentive Competitive race dynamics incentive Liability exposure incentive Procurement leverage
Institutions …institutions…
institution Regulator or public authority institution Internal safety and governance team institution Standards body institution International institution
Infrastructures …infrastructures…
infrastructure Evaluation capacity infrastructure Compute infrastructure Data, language resources, and data labor infrastructure Energy, water, and minerals infrastructure Data work and content moderation Safeguards …and safeguards around AI…
safeguard Risk management process safeguard Impact assessment safeguard Traceability safeguard Audit record safeguard Meaningful human oversight safeguard Supervision and regulatory review safeguard Pre-deployment evaluation and red teaming safeguard Incident reporting and post-deployment monitoring safeguard Complaint and appeal routes safeguard Review and sunset provisions safeguard Compute controls Benefits and harmful patterns …so that its benefits are broadly shared and harmful patterns are addressed…
principle Accountability principle Safety principle Broadly shared benefit pattern Contestable decision pattern Concentration of power pattern Systematically unreliable provenance pattern Over-reliance and deskilling pattern Sycophancy and engagement-driven agreement pattern Homogenisation and loss of authorship Choices and conditions …while they are still choices rather than conditions.
condition Lock-in condition Governance lock-in condition Reversibility window
Safeguard · Safeguards established
Complaint and appeal routes Channels through which an affected person or organization can challenge a decision or the use of a system before a body able to examine it and change the result.
Who can receive the complaint, examine it, and exercise authority over the outcome?
Tests Legitimacy Distribution
Lifecycle Deployment Monitoring
Levels National Regional International Recorded relationships Read each statement from its first entity to its second. Status describes our mapping, not certainty of cause.
Accountability — made concrete by → Complaint and appeal routes
Mapping: asserted
A principle of accountability becomes a mechanism when a named body can receive a complaint, examine it, and act; the EU text and the Council of Europe Convention each specify such a route.
Inspect evidence · 2 passages Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Regulation (EU) 2024/1689 — Artificial Intelligence Act (opens in a new tab) Original 2024 text, Article 85 — Right to lodge a complaint with a market surveillance authority
Article 85 provides a route to a market surveillance authority for people or organizations with grounds to consider that the Regulation has been infringed. This is not a guarantee of compensation.
Scope note: Original 2024 enactment, not a consolidated current-law or applicability check. Records discuss its text, not whether a provision applies to a particular situation today.
Passage checked 2026-10-11 · eu-complaint
Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law (CETS No. 225) (opens in a new tab) Overview page — introduction; 'What does the Framework Convention require states to do?': fundamental principles; remedies, procedural rights and safeguards
The Council of Europe describes the Convention as the first international legally binding treaty in the field, opened for signature on 5 September 2024, covering activities within the lifecycle of AI systems. It lists principles including transparency and oversight and accountability and responsibility, and says parties must ensure documentation sufficient for affected people to challenge decisions and the use of a system, with an effective possibility to complain to competent authorities.
Scope note: The Council of Europe overview page was reviewed, not the treaty text itself. The Convention binds only parties for which it has entered into force, and is largely framed as obligations on states to adopt measures. Signature and ratification status changes; verify before relying on it. The treaty text itself (CETS 225) was opened on 19 October 2026 for the definitions comparison.
Passage checked 2026-09-06 · coe-principles-remedies
Affected people — can use → Complaint and appeal routes
Mapping: asserted
Both the EU text and the Council of Europe Convention give affected people a route to a competent authority; whether the route is usable depends on notice, cost and capacity.
Inspect evidence · 2 passages Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Regulation (EU) 2024/1689 — Artificial Intelligence Act (opens in a new tab) Original 2024 text, Article 85 — Right to lodge a complaint with a market surveillance authority
Article 85 provides a route to a market surveillance authority for people or organizations with grounds to consider that the Regulation has been infringed. This is not a guarantee of compensation.
Scope note: Original 2024 enactment, not a consolidated current-law or applicability check. Records discuss its text, not whether a provision applies to a particular situation today.
Passage checked 2026-10-11 · eu-complaint
Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law (CETS No. 225) (opens in a new tab) Overview page — introduction; 'What does the Framework Convention require states to do?': fundamental principles; remedies, procedural rights and safeguards
The Council of Europe describes the Convention as the first international legally binding treaty in the field, opened for signature on 5 September 2024, covering activities within the lifecycle of AI systems. It lists principles including transparency and oversight and accountability and responsibility, and says parties must ensure documentation sufficient for affected people to challenge decisions and the use of a system, with an effective possibility to complain to competent authorities.
Scope note: The Council of Europe overview page was reviewed, not the treaty text itself. The Convention binds only parties for which it has entered into force, and is largely framed as obligations on states to adopt measures. Signature and ratification status changes; verify before relying on it. The treaty text itself (CETS 225) was opened on 19 October 2026 for the definitions comparison.
Passage checked 2026-09-06 · coe-principles-remedies
Regulator or public authority — receives → Complaint and appeal routes
Mapping: asserted
The original EU text routes complaints to a market surveillance authority; the route exists only where such an authority is designated and resourced.
Inspect evidence · 1 passage Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Regulation (EU) 2024/1689 — Artificial Intelligence Act (opens in a new tab) Original 2024 text, Article 85 — Right to lodge a complaint with a market surveillance authority
Article 85 provides a route to a market surveillance authority for people or organizations with grounds to consider that the Regulation has been infringed. This is not a guarantee of compensation.
Scope note: Original 2024 enactment, not a consolidated current-law or applicability check. Records discuss its text, not whether a provision applies to a particular situation today.
Passage checked 2026-10-11 · eu-complaint
Claims and evidence · 5 synthesis Confidence: high Contestability: medium
UNESCO connects accountability to rights, oversight and access to remedy, not only to internal documentation.
Our reading: A normative recommendation supplies a standard to argue for; it does not establish that an effective remedy exists in every jurisdiction.
Inspect evidence · 2 passages Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
source-assertion Confidence: high Contestability: low
The original EU AI Act includes a specific complaint route to a market surveillance authority in Article 85.
Our reading: A complaint, an explanation, correction and compensation are different outcomes. This historical-text example makes no determination about present applicability or an individual’s entitlement.
Inspect evidence · 1 passage Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Regulation (EU) 2024/1689 — Artificial Intelligence Act (opens in a new tab) Original 2024 text, Article 85 — Right to lodge a complaint with a market surveillance authority
Article 85 provides a route to a market surveillance authority for people or organizations with grounds to consider that the Regulation has been infringed. This is not a guarantee of compensation.
Scope note: Original 2024 enactment, not a consolidated current-law or applicability check. Records discuss its text, not whether a provision applies to a particular situation today.
Passage checked 2026-10-11 · eu-complaint
source-assertion Confidence: high Contestability: low
The Council of Europe Framework Convention is presented as the first legally binding international treaty on AI; it requires parties to ensure documentation sufficient to challenge decisions and an effective possibility to lodge complaints.
Our reading: Based on the Council of Europe's own overview. Binding only for parties for which the treaty is in force; the obligations are framed as measures states must adopt, so what an individual can actually claim depends on national implementation.
Inspect evidence · 1 passage Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law (CETS No. 225) (opens in a new tab) Overview page — introduction; 'What does the Framework Convention require states to do?': fundamental principles; remedies, procedural rights and safeguards
The Council of Europe describes the Convention as the first international legally binding treaty in the field, opened for signature on 5 September 2024, covering activities within the lifecycle of AI systems. It lists principles including transparency and oversight and accountability and responsibility, and says parties must ensure documentation sufficient for affected people to challenge decisions and the use of a system, with an effective possibility to complain to competent authorities.
Scope note: The Council of Europe overview page was reviewed, not the treaty text itself. The Convention binds only parties for which it has entered into force, and is largely framed as obligations on states to adopt measures. Signature and ratification status changes; verify before relying on it. The treaty text itself (CETS 225) was opened on 19 October 2026 for the definitions comparison.
Passage checked 2026-09-06 · coe-principles-remedies
source-assertion Confidence: high Contestability: low
In its 2023 UK analysis, the Ada Lovelace Institute warns that people can face costly or unrealistic routes to redress even where legal safeguards exist.
Inspect evidence · 1 passage Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Regulating AI in the UK (opens in a new tab) Executive summary
Legal safeguards on paper do not guarantee redress: for many people harmed by AI, seeking it is too costly or impractical.
Scope note: Civil-society voice; written about UK policy at the time.
Passage checked 2026-10-09 · ada-redress-costly
source-assertion Confidence: high Contestability: low
Brazil’s Senate-passed AI bill, still pending in the Chamber in October 2026, would give people affected by high-risk AI the right to contest decisions and obtain human review.
Our reading: A pending bill: the rights would exist only if the Chamber passes it in this form.
Inspect evidence · 1 passage Passage summaries are paraphrases, not quotations. Open the source to read the full passage.
Projeto de Lei nº 2338/2023 (Brazil artificial intelligence bill) (opens in a new tab) Senate-approved text, rights of persons affected by high-risk systems (as reported by Agência Senado)
People affected by high-risk AI systems would gain rights to contest decisions and to human review, and algorithmic impact assessments would examine known and foreseeable risks to fundamental rights.
Scope note: Pending bill, not law. Passed the Senate on 10 December 2024; awaiting a committee report in the Chamber of Deputies as of 9 October 2026. Earlier passages rely on the Senate’s official news agency; the definitions comparison cites Articles 1 and 4 of the text received by the Chamber of Deputies.
Passage checked 2026-10-09 · brazil-affected-rights