Rules for AI that tests, United States and the Gulf.

Of the 50 testing regimes The Seam Report 2026 coded, 41 from the United States and the Gulf and 9 international benchmarks, none of the 47 with public text sets rules for AI-driven testing. Guidance on AI agents moved faster. This is what each text asks, and whether it binds. Reviewed October 30, 2026.

The gap.

For The Seam Report 2026 we coded 50 testing regimes as of September 28, 2026: 41 from the United States and the six GCC states, and 9 international benchmarks. None of the 47 with public text sets rules for AI that tests, and the text of the other 3 is not public. Our testing rules reference now carries them with later additions. The texts below govern AI systems in general; they are what a regulator would reach for today.1

Binding
A duty on the bodies named.
Guidance
Advice or expectations, not enforceable on their own.
Draft
Published for consultation, not yet final.
Accreditation
A voluntary industry scheme that firms can be assessed against.
Text not public
Announced, but the text has not been published.

Gulf states.

Two central banks already ask for a human who can stop an AI system. Saudi Arabia’s NCA has the most detailed draft, including AI-specific penetration testing.

Gulf states: 7 texts, in date order
Date Text What it asks Applies to Force
February 2024 Guidelines for Secure Adoption and Usage of AINational Cyber Security Agency, Qatar Human oversight built into AI system design, with checks and rules for escalation. Options to use enterprise data for vendor training should be disabled “wherever possible”.2 Organizations in Qatar Guidance
September 4, 2024 Artificial Intelligence GuidelineQatar Central Bank Prior approval for fully autonomous high-risk AI, guard rails the AI cannot override, a person overseeing high-risk AI who can stop it or close it down, and an attack-surface review before deployment.3 QCB-licensed entities Binding
September 2024 Dubai AI Security PolicyDubai Electronic Security Center Announced in September 2024; the policy text is not public.4 Not stated in the announcement Text not public
May 20, 2025 General Policy for the Use of AIInformation & eGovernment Authority, Bahrain Keeps “the final decision in important matters” under human control.5 Government entities Binding
July 2025 Study on agentic AISaudi Data and AI Authority Least privilege, real-time monitoring, AI red teaming and human oversight of final decisions in sensitive operations.6 Recommendations Guidance
February 2026 Guidance note on responsible adoption of AICentral Bank of the UAE “The clear and immediate ability, with human intervention, to cease use” of any AI system; human-out-of-the-loop AI only for low-risk processes; independent annual review of third-party AI; testing of vendor auto-updates.7 Licensed financial institutions Guidance
July 2026 AI Cybersecurity Guidelines, AICG-1:2026 (draft)National Cybersecurity Authority, Saudi Arabia Classify agent actions by impact and reversibility, graduated autonomy, egress limited to approved paths, AI-specific penetration testing before deployment and periodically, testing such as red teaming, validation of human override, logging of AI-initiated actions, safe shutdown.8 Any entity in the Kingdom that uses or plans to use AI; the draft says the guidelines are not mandatory Draft

For the testing of your own AI systems that the QCB guideline and the NCA draft describe: AI red teaming

United States.

US bank supervisors took generative and agentic AI out of model risk guidance. Federal action centered on coordination and access, not controls.

United States: 3 texts, in date order
Date Text What it asks Applies to Force
April 17, 2026 Model risk guidance, SR 26-2Federal Reserve, FDIC and OCC States that generative and agentic AI models “are not within the scope of this guidance”.9 Banks, mainly over $30 billion in assets Guidance
May 21, 2026 Frontier AI industry letterNYDFS Review vulnerability timelines, map dependencies and apply human oversight to AI-generated code. It “does not impose any new requirements”.10 NYDFS-regulated entities Guidance
June 2, 2026 Executive Order 14409The White House An AI cybersecurity clearinghouse and voluntary government access to frontier models before release. Rules out mandatory licensing or preclearance.11 Federal agencies Binding

International and industry.

The most detailed agent controls come from six national agencies and the Financial Stability Board. CREST runs the one accreditation for AI-enabled testing.

International and industry: 4 texts, in date order
Date Text What it asks Applies to Force
May 1, 2026 Careful adoption of agentic AI servicesSix national agencies (ASD’s ACSC, CISA, NSA, Canadian Cyber Centre, NCSC-NZ, NCSC-UK) People, not the agent, decide where approval is needed; human approval for high-impact actions; fail-safe by default; no agent write access to logs; autonomy increased in phases.12 Organizations adopting agentic AI Guidance
May 22, 2026 Principles for AI-enabled activitiesCREST Nine voluntary principles for security providers that use AI, including telling clients about AI use and data handling, keeping competent people in oversight and keeping traceable records. Organizations endorse them by signing the CREST AI Charter.13 Security providers that choose to endorse them Guidance
July 28, 2026 AI-Enabled Penetration Testing accreditationCREST An optional accreditation that assesses responsible use of AI in penetration testing. The first accredited firms were announced on September 3, 2026.14 Testing providers that apply Accreditation
October 15, 2026 Sound practices for responsible adoption of AI (final report)Financial Stability Board Twelve sound practices, “non-prescriptive” and not a binding standard: a kill switch as one form of human oversight, a unique identifier for each agent, risk-based triggers for human approval, deterministic controls that prohibit certain agent actions, monitoring for scope creep, least privilege, and adversarial testing such as ethical red teaming for agents with higher autonomy or risk. On AI in threat-led testing: “further work is needed”. Replaces the June 10, 2026 consultation.15 Financial institutions Guidance

What these rules expect of people, and what automated testing does well: What automation misses
Until a rule exists, a buyer can have a provider checked against the ten controls: AI testing assurance

Sources.

Primary sources unless marked. Each shows the date we last opened it and confirmed what we cite.

  1. 1
    The Seam Report 2026, Bendings, chapter 8 (AI) and chapter 9 (testing rules) Checked October 30, 2026.
  2. 2
    Guidelines for Secure Adoption and Usage of Artificial Intelligence, v1.0, National Cyber Security Agency, Qatar, February 2024 Checked September 28, 2026.
  3. 3
    Artificial Intelligence Guideline, Qatar Central Bank, September 4, 2024 Checked September 28, 2026.
  4. 4
    Dubai Electronic Security Center launches the Dubai AI Security Policy, DESC, September 20, 2024 Checked September 28, 2026.
  5. 5
    General Policy for the Use of Artificial Intelligence, v1.0, Information & eGovernment Authority, Bahrain, May 20, 2025 Checked September 28, 2026.
  6. 6
    Study on agentic AI (Arabic), Saudi Data and AI Authority, July 2025 Checked September 28, 2026.
  7. 7
    Guidance Note on the Consumer Protection and Responsible Adoption and Use of Artificial Intelligence and Machine Learning by Licensed Financial Institutions in the U.A.E., Central Bank of the UAE, February 11, 2026 Checked September 28, 2026.
  8. 8
    Draft of AI Cybersecurity Guidelines (AICG-1:2026), public consultation draft, National Cybersecurity Authority, Saudi Arabia, July 2026 Checked September 28, 2026.
  9. 9
    Supervisory Guidance on Model Risk Management (SR 26-2 attachment), Federal Reserve, FDIC and OCC, April 17, 2026 Checked September 28, 2026.
  10. 10
    Heightened cybersecurity risks associated with frontier AI models, NYDFS industry letter, May 21, 2026 Checked September 28, 2026.
  11. 11
    Executive Order 14409, Promoting Advanced Artificial Intelligence Innovation and Security, June 2, 2026 Checked September 28, 2026.
  12. 12
    Careful adoption of agentic AI services, ASD's ACSC, CISA, NSA, Canadian Centre for Cyber Security, NCSC-NZ and NCSC-UK, May 1, 2026 Checked September 28, 2026.
  13. 13
    CREST's principles for AI-enabled activities, CREST, May 22, 2026 Checked September 28, 2026.
  14. 14
    CREST launches new AI accreditation, CREST, July 28, 2026 Checked October 30, 2026.
  15. 15
    Sound Practices for Responsible Adoption of Artificial Intelligence (AI): Final report, Financial Stability Board, October 15, 2026 Checked October 30, 2026.

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