Framework library

From regulation clause to the test that proves it.

52 regulations and standards across AI governance, privacy, security, finance, healthcare, employment, children, accessibility and the public sector — each with its edition, effective dates, and the tests behind every clause.

01

Edition

Every framework names its exact version and when it was last checked against the official source.

02

Clauses

Requirements are broken into clauses with a plain-language summary.

03

Tests

Clauses a conversation can evidence map to intents and test cases.

04

Evidence

Duties no conversation can prove are listed as documents to collect — never faked.

52
frameworks
264
clauses mapped
208
clauses fully tested
79
test intents
356
expert test cases
Trace it

Hover a clause. Watch it wire to its tests.

Real clauses and test intents from the library. Lines draw from each requirement to the behaviours that evidence it.

Regulation (EU) 2024/1689 on Artificial Intelligence

Regulation (EU) 2024/1689 · European Union · phasing in · checked 2026-06

2 tested4 partial1 evidence58 cases

Clauses

Art. 50(1)Tested
Tell people they are interacting with AI
Discloses it is an AIProactive AI disclosure in high-stakes services
Art. 50(2), 50(4)Partly tested
Mark AI-generated content
AI-generated content is identifiable
Art. 5Partly tested
No prohibited practices
Age-appropriate, non-manipulative designNo deceptive or unsubstantiated claims
Art. 15Tested
Accuracy, robustness and cybersecurity (high-risk)
Does not fabricateRobust to noisy inputConsistent answersResists direct prompt injectionResists jailbreaks
Art. 10Partly tested
Data and data governance (high-risk)
Equal treatment across groupsRejects stereotypes
Art. 14Partly tested
Human oversight (high-risk)
A path to a human
Art. 9, 11, 12, 17Evidence only
Risk management, documentation, logging, QMS
Collect: Risk-management file maintained across the lifecycle; Annex IV technical documentation

Hover a clause to trace it. Clauses, coverage and test intents are taken directly from the SENTINEL-X framework library.

The library

All 52 frameworks, clause by clause.

Open any framework to see every clause, its coverage, the tests behind it, the documents still needed, its timeline and the official source.

EU AI Act

EUphasing in

Regulation (EU) 2024/1689

✓ 2026-06

The first broad AI law. It bans some practices, puts strict duties on "high-risk" uses (credit, hiring, health, education…) and requires telling people when they talk to AI. Phasing in from 2025 to 2027.

7 clauses2 tested4 partial1 evidence58 test cases

OWASP LLM Top 10

Globalvoluntary standard

OWASP Top 10 for LLM Applications 2025

✓ 2026-06

The industry checklist of the ten biggest security risks in LLM apps, such as prompt injection, sensitive-data disclosure, excessive agency and system-prompt leakage.

10 clauses8 tested1 partial1 evidence61 test cases

NIST AI RMF

USvoluntary standard

AI RMF 1.0 (NIST AI 100-1, Jan 2023) + Generative AI Profile (NIST AI 600-1, Jul 2024)

✓ 2026-06

Voluntary US framework (Govern, Map, Measure, Manage) for trustworthy AI. The GenAI profile lists risks like confabulation, harmful content and data privacy.

8 clauses7 tested0 partial1 evidence74 test cases

ISO/IEC 42001

Globalcertification standard

ISO/IEC 42001:2023

✓ 2026-06

Certifiable standard for running an AI management system: policies, risk assessment, impact assessment and lifecycle controls for AI.

4 clauses2 tested1 partial1 evidence23 test cases

ISO/IEC 23894

Globalguidance

ISO/IEC 23894:2023

✓ 2026-06

Guidance on identifying, assessing and treating AI-specific risks; often used alongside ISO 42001.

4 clauses3 tested0 partial1 evidence44 test cases

MITRE ATLAS

Globalliving knowledge base

MITRE ATLAS (living matrix)

✓ 2026-06

A knowledge base of real attacker tactics against AI systems (like MITRE ATT&CK, but for ML and LLMs). Used for red-teaming.

4 clauses4 tested0 partial0 evidence29 test cases

Colorado AI Act

USphasing in

Colorado SB 24-205 (as amended)

✓ 2026-06

First US state law on "high-risk" AI that makes consequential decisions (lending, jobs, housing, insurance, health). Requires care against algorithmic discrimination; effective mid-2026.

3 clauses2 tested1 partial0 evidence22 test cases

Utah AI Policy Act

USin force

Utah AI Policy Act (SB 149, 2024) as amended in 2025

✓ 2026-06

Requires businesses to disclose generative-AI interactions when asked, and up front in regulated occupations.

3 clauses3 tested0 partial0 evidence19 test cases

China GenAI Measures

APACin force

Interim Measures for Generative AI Services (2023) + Measures for Labelling AI-Generated Synthetic Content (2025)

✓ 2026-06

Rules for public generative-AI services in China: content controls, training-data legality, labelling of AI-generated content and security assessments.

3 clauses2 tested1 partial0 evidence27 test cases

Korea AI Basic Act

APACphasing in

Framework Act on the Development of AI and Establishment of Trust

✓ 2026-06

South Korea’s AI law (in force 2026): transparency for generative AI, and safety and risk duties for "high-impact" AI.

4 clauses3 tested1 partial0 evidence26 test cases

Singapore AI Verify

APACvoluntary standard

Model AI Governance Framework (2nd ed., 2020) + Generative AI framework (May 2024); AI Verify toolkit

✓ 2026-06

Singapore’s voluntary governance framework and testing toolkit covering transparency, fairness, robustness and accountability.

3 clauses3 tested0 partial0 evidence29 test cases

GDPR

EUin force

Regulation (EU) 2016/679

✓ 2026-06

EU law on personal data: lawful basis, data minimisation and user rights, plus limits on decisions made solely by automated means (Art. 22).

11 clauses10 tested1 partial0 evidence62 test cases

UK GDPR & DPA 2018

UKphasing in

UK GDPR + Data Protection Act 2018, as amended by the Data (Use and Access) Act 2025

✓ 2026-06

The UK’s post-Brexit version of GDPR, enforced by the ICO, which also publishes AI and data-protection guidance.

10 clauses9 tested1 partial0 evidence58 test cases

CCPA / CPRA

USphasing in

California Consumer Privacy Act as amended by CPRA, with CPPA regulations

✓ 2026-06

California privacy law: rights to know, delete, correct and opt out of sale or sharing, plus rules on automated decision-making technology.

7 clauses7 tested0 partial0 evidence42 test cases

US state privacy laws

USphasing in

Comprehensive state privacy laws (VA, CO, CT, TX, OR, and others)

✓ 2026-06

A growing patchwork of state laws similar to CCPA, several with opt-outs from profiling that drives significant decisions.

3 clauses3 tested0 partial0 evidence33 test cases

DPDP Act (India)

Indiaphasing in

Digital Personal Data Protection Act, 2023 + DPDP Rules, 2025

✓ 2026-06

India’s privacy law: consent-based processing, purpose limitation, data-principal rights and extra care for children’s data. Rules are phasing in.

7 clauses7 tested0 partial0 evidence46 test cases

LGPD (Brazil)

Americasin force

Lei Geral de Proteção de Dados (Law 13.709/2018)

✓ 2026-06

Brazil’s GDPR-style law, including a right to request review of automated decisions.

10 clauses9 tested1 partial0 evidence58 test cases

PIPEDA & Quebec Law 25

Americasin force

PIPEDA + Quebec Law 25

✓ 2026-06

Canadian federal privacy law; Quebec adds duties to inform people about decisions made exclusively by automated processing.

5 clauses5 tested0 partial0 evidence34 test cases

PIPL (China)

APACin force

Personal Information Protection Law (2021)

✓ 2026-06

China’s privacy law with strict consent, cross-border transfer rules and a right to refuse decisions made solely by automated means.

9 clauses8 tested1 partial0 evidence54 test cases

APPI (Japan)

APACin force

Act on the Protection of Personal Information (amended 2022)

✓ 2026-06

Japan’s privacy law covering use, sharing and cross-border transfer of personal information.

5 clauses4 tested1 partial0 evidence34 test cases

PDPA (Singapore)

APACin force

Personal Data Protection Act 2012 (amended 2020) + PDPC AI advisory guidelines (2024)

✓ 2026-06

Singapore’s privacy law; the PDPC has advisory guidelines on personal data in AI recommendation and decision systems.

6 clauses5 tested1 partial0 evidence38 test cases

Australia Privacy Act

APACphasing in

Privacy Act 1988 (APPs) as amended by the Privacy and Other Legislation Amendment Act 2024

✓ 2026-06

Australian privacy principles, with recent amendments adding transparency about automated decisions that affect individuals.

7 clauses6 tested1 partial0 evidence46 test cases

UAE / Saudi PDPL

Middle Eastin force

UAE Federal Decree-Law 45/2021; Saudi Personal Data Protection Law (as amended)

✓ 2026-06

Gulf privacy laws modelled on GDPR, with consent and data-transfer restrictions.

6 clauses5 tested1 partial0 evidence38 test cases

SOC 2

Globalcertification standard

AICPA Trust Services Criteria (2017, revised points of focus 2022)

✓ 2026-06

Audit report on security, availability, confidentiality, processing integrity and privacy controls. Commonly asked for by enterprise customers.

4 clauses3 tested0 partial1 evidence28 test cases

ISO/IEC 27001

Globalcertification standard

ISO/IEC 27001:2022 (+ Amd 1:2024)

✓ 2026-06

Certifiable information-security management standard; AI systems fall inside its risk and control scope.

4 clauses3 tested0 partial1 evidence36 test cases

ISO/IEC 27701

Globalcertification standard

ISO/IEC 27701:2019 (revision published 2025 as a standalone privacy management standard)

✓ 2026-06

Adds privacy controls on top of ISO 27001, mapping well to GDPR-style obligations.

6 clauses5 tested1 partial0 evidence42 test cases

NIS2

EUin force

Directive (EU) 2022/2555 (NIS2)

✓ 2026-06

EU cybersecurity law for essential and important entities: risk management, incident reporting and supply-chain security.

4 clauses1 tested3 partial0 evidence41 test cases

FedRAMP

USin force

FedRAMP (NIST SP 800-53 Rev. 5 baselines; FedRAMP 20x modernisation)

✓ 2026-06

US government security authorisation for cloud services, including AI services sold to federal agencies.

3 clauses2 tested0 partial1 evidence21 test cases

PCI DSS v4

Globalin force

PCI DSS v4.0.1

✓ 2026-06

Required wherever card data is stored, processed or transmitted. A bot that sees card numbers is in scope.

4 clauses3 tested0 partial1 evidence21 test cases

SR 11-7 model risk

USguidance

SR 11-7 / OCC 2011-12 Supervisory Guidance on Model Risk Management

✓ 2026-06

The bank standard for model risk: independent validation, ongoing monitoring and documentation. Regulators apply it to AI and LLMs.

4 clauses2 tested1 partial1 evidence22 test cases

ECOA / Reg B

USin force

Equal Credit Opportunity Act / Regulation B (12 CFR 1002) + CFPB Circulars 2022-03 and 2023-03

✓ 2026-06

Bans credit discrimination and requires specific reasons when credit is denied, even when an AI model made the call.

4 clauses4 tested0 partial0 evidence19 test cases

GLBA

USin force

Gramm-Leach-Bliley Act; FTC Safeguards Rule (amended 2023)

✓ 2026-06

US rules for how financial institutions protect and share customers’ non-public personal information.

3 clauses3 tested0 partial0 evidence23 test cases

SOX

USin force

Sarbanes-Oxley Act of 2002 (s. 302, s. 404)

✓ 2026-06

Controls over financial reporting for US-listed companies. AI in finance workflows needs tested, auditable controls.

3 clauses1 tested2 partial0 evidence14 test cases

NYDFS Part 500

USphasing in

23 NYCRR Part 500 (Second Amendment, 2023) + DFS AI cybersecurity guidance (Oct 2024)

✓ 2026-06

Cybersecurity rules for New York-regulated financial firms; DFS has issued guidance on AI-specific cyber risks.

3 clauses2 tested0 partial1 evidence19 test cases

DORA

EUin force

Regulation (EU) 2022/2554 (DORA)

✓ 2026-06

Applies since January 2025 to EU financial entities: ICT risk management, resilience testing and third-party (including AI vendor) oversight.

5 clauses2 tested2 partial1 evidence27 test cases

FCA Consumer Duty & PRA SS1/23

UKin force

FCA Consumer Duty (PRIN 2A) + PRA SS1/23 Model Risk Management

✓ 2026-06

UK rules requiring good customer outcomes and fair communications (FCA), and model-risk management for banks (PRA).

4 clauses3 tested1 partial0 evidence39 test cases

RBI / SEBI AI guidance

Indiaguidance

RBI FREE-AI framework (Aug 2025) and SEBI AI/ML guidance

✓ 2026-06

Indian regulators’ expectations for responsible AI in banks and markets: governance, fairness, explainability and consumer protection.

4 clauses3 tested0 partial1 evidence23 test cases

HIPAA

USin force

HIPAA Privacy and Security Rules (45 CFR Parts 160 and 164)

✓ 2026-06

Protects patients’ health information (PHI) held by US providers, plans and their vendors.

5 clauses4 tested1 partial0 evidence27 test cases

HITRUST CSF

UScertification standard

HITRUST CSF v11 + HITRUST AI Security Assessment

✓ 2026-06

Certifiable security framework popular in US healthcare, with an add-on for AI systems.

3 clauses2 tested0 partial1 evidence31 test cases

FDA AI medical devices

USguidance

FDA AI-enabled device software guidance (PCCP final guidance Dec 2024; lifecycle draft guidance Jan 2025)

✓ 2026-06

AI that diagnoses, treats or guides clinical decisions can be a regulated medical device needing validation and change-control plans.

5 clauses3 tested1 partial1 evidence24 test cases

EU MDR / IVDR

EUphasing in

Regulation (EU) 2017/745 (MDR) and 2017/746 (IVDR)

✓ 2026-06

EU device rules; medical AI is usually also "high-risk" under the EU AI Act.

5 clauses1 tested3 partial1 evidence33 test cases

NYC Local Law 144

USin force

NYC Local Law 144 of 2021 + DCWP rules

✓ 2026-06

AI used to screen candidates or employees in NYC needs an annual independent bias audit and candidate notices.

4 clauses3 tested1 partial0 evidence26 test cases

EEOC / Title VII

USin force

Title VII of the Civil Rights Act of 1964 (and related EEO laws)

✓ 2026-06

Employers stay liable if an AI hiring or HR tool discriminates, whoever built it.

4 clauses4 tested0 partial0 evidence23 test cases

COPPA

USphasing in

COPPA Rule (16 CFR Part 312) as amended in 2025

✓ 2026-06

Parental consent and data limits for services directed at children under 13 in the US.

5 clauses3 tested1 partial1 evidence18 test cases

UK Children’s Code

UKin force

ICO Age Appropriate Design Code (Children’s Code)

✓ 2026-06

Design standards for online services likely to be used by children: high-privacy defaults and no harmful nudges.

7 clauses7 tested0 partial0 evidence28 test cases

FERPA

USin force

Family Educational Rights and Privacy Act (34 CFR Part 99)

✓ 2026-06

Protects student education records at US schools and universities, including those handled by AI tutors and assistants.

6 clauses5 tested0 partial1 evidence15 test cases

WCAG 2.2

Globalvoluntary standard

WCAG 2.2 (W3C Recommendation, Oct 2023)

✓ 2026-06

The accessibility standard most laws point to. Chat widgets and voice bots must work with screen readers and keyboards.

5 clauses4 tested1 partial0 evidence28 test cases

European Accessibility Act

EUin force

Directive (EU) 2019/882 (European Accessibility Act)

✓ 2026-06

Since June 2025, consumer services such as e-commerce, banking and e-books must be accessible in the EU, including their chat channels.

3 clauses2 tested1 partial0 evidence28 test cases

ADA / Section 508

USphasing in

Americans with Disabilities Act (incl. 2024 Title II web rule) and Section 508

✓ 2026-06

US accessibility duties for public-facing services (ADA) and federal technology (508).

4 clauses3 tested1 partial0 evidence29 test cases

FTC Act §5

USin force

FTC Act Section 5 (15 USC 45)

✓ 2026-06

Bans unfair or deceptive practices. The FTC uses it against misleading AI claims and harmful AI outputs.

5 clauses5 tested0 partial0 evidence32 test cases

EU Digital Services Act

EUin force

Regulation (EU) 2022/2065 (Digital Services Act)

✓ 2026-06

Duties for online platforms on illegal content, transparency and systemic risks, relevant when AI generates or moderates content.

6 clauses6 tested0 partial0 evidence31 test cases

US federal AI use (OMB)

USin force

OMB Memorandum M-25-21 (April 2025)

✓ 2026-06

Rules for US agencies using AI, with extra risk practices for "high-impact" AI that affects rights or safety.

3 clauses2 tested0 partial1 evidence26 test cases
Assurance map

Already using a checklist or a red-team tool? We speak its language.

Five external assurance frameworks and red-team taxonomies crosswalked onto SENTINEL-X metrics. Every item maps to metrics with test cases — or is marked evidence-only with the reason. A self-test enforces it.

Agentic AI threats and mitigations

OWASP GenAI Security Project (Agentic Security Initiative) · T1–T15, 202515 items mapped

The OWASP threat list for autonomous agents and multi-agent systems.

Agentic threats

T1 Memory poisoning
Corrupting short- or long-term memory.
Memory-poisoning resistanceKnowledge-base poisoning resistance
T2 Tool misuse
Manipulating agents into abusing their tools.
Tool-orchestration abuseTool-metadata poisoning resistanceAction safety
T3 Privilege compromise
Exploiting permissions to escalate access.
Function-level authorisation (BFLA)Role-based access controlPermission adherence
T4 Resource overload
Exhausting compute, memory or service capacity.
Agent resource overloadReasoning denial-of-service
T5 Cascading hallucination attacks
False information propagating across steps or agents.
Cascading hallucination
T6 Intent breaking and goal manipulation
Altering the agent’s goals or plans.
Goal-hijacking resistanceAutonomous agent drift
T7 Misaligned and deceptive behaviours
Agents acting harmfully or deceptively to reach goals.
Deceptive behaviour
T8 Repudiation and untraceability
Actions that cannot be traced or attributed.
Auditability and traceability
T9 Identity spoofing and impersonation
Impersonating agents or users.
Agent identity abuseImpersonation
T10 Overwhelming human in the loop
Flooding reviewers to bypass oversight.
Approval-request qualityHuman override
T11 Unexpected RCE and code attacks
Agents executing injected or generated code.
Unexpected code executionShell-injection resistance
T12 Agent communication poisoning
Corrupting messages between agents.
Insecure inter-agent communication
T13 Rogue agents in multi-agent systems
Compromised agents acting outside their role.
Deceptive behaviourDelegation integrity
T14 Human attacks on multi-agent systems
Exploiting delegation and trust between agents.
Agent identity abuseSocial-engineering resistance
T15 Human manipulation
Agents manipulating the people who trust them.
Manipulation and dark patternsSycophancy resistance
Kept current

Laws change. Your suites know when.

  • The library is versioned. When a framework is updated, every Test Studio design built on it is marked out of date so teams regenerate.
  • Fast-moving AI laws are re-checked more often than slow-moving standards.
  • Teams add their own questions, intents and metrics, or switch off built-in ones, without editing the shared library.

SENTINEL-X produces test evidence that supports compliance work. It is not legal advice and does not by itself certify conformity with any framework.

Which of these 52 apply to your AI?

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