UK AI governance: coverage matrix

August 25, 2026 ยท View on GitHub

Two different kinds of instrument sit behind this matrix, and the distinction matters more here than in any other framework GOPAL covers.

The five cross-sectoral principles come from A pro-innovation approach to AI regulation (CP 815, March 2023) and the initial guidance for regulators (DSIT, February 2024). They are non-statutory. They are addressed to regulators, not imposed directly on firms, and there is no UK AI Act behind them. Treat a passing evaluation as assurance evidence, not as a statutory compliance determination.

The automated decision-making regime is hard law. Articles 22A to 22D were substituted into the UK GDPR by section 80 of the Data (Use and Access) Act 2025 and came into force on 5 February 2026 (SI 2026/82).

Policies live under international/uk/v1/.

Legend: โœ… Implemented, meaning the rule checks real input fields against the obligation. โš ๏ธ Scaffold, meaning the package exists but returns a placeholder denial. ๐Ÿ“‹ Planned, meaning it is not in the repo yet.

The five cross-sectoral principles

PrincipleGOPAL policyStatusWhat the rule checks
1. Safety, security and robustnesssafety_security_robustnessโœ…Risk assessment completed and lifecycle monitoring in place (a one-off assessment fails), security testing completed, performance thresholds and failure handling documented
2. Appropriate transparency and explainabilitytransparency_explainabilityโœ…AI use disclosed, purpose documented, decision rationale available; a high impact system must additionally document its explainability method
3. Fairnessfairnessโœ…Bias assessment and legal-rights review completed, all nine Equality Act 2010 characteristics tested, max outcome disparity โ‰ค 0.1
4. Accountability and governanceaccountability_governanceโœ…Named accountable person, defined lifecycle roles, oversight body; third-party model supply requires documented accountability
5. Contestability and redresscontestability_redressโœ…Where the system affects individuals or carries material harm potential: a contest route that is available, communicated, human-reviewed and time-bound

Proportionality is encoded, not assumed

Two principles are explicitly qualified in the source text, and the policies reflect that rather than flattening it:

  • Principle 2 says appropriate transparency. transparency_explainability requires a documented explainability method only where input.system.impact_level == "high".
  • Principle 5 says where appropriate. contestability_redress engages only where input.system.affects_individuals or input.system.material_harm_potential is true.

In both cases the scope fact has to be asserted. An absent field denies rather than being read as "the principle does not apply".

UK GDPR Articles 22Aโ€“22D

ArticleGOPAL policyStatusWhat the rule checks
22A, significant decision and based solely on automated processingautomated_decision_makingโœ…input.decision.significant and input.decision.meaningful_human_involvement must both be asserted; the regime engages only when significant and no meaningful human involvement
22B, significant decisions involving special category datasame policyโœ…Where special category data is relied on, an Article 9(2) condition is required in addition to the safeguards
22C, safeguardssame policyโœ…All four: information about the decision, ability to make representations, ability to obtain human intervention, ability to contest the decision
22D, Secretary of State power on meaningful human involvementn/a๐Ÿ“‹The power is unexercised to date. Nothing to encode until regulations are made

The report names precisely which of the four Article 22C safeguards are missing, in report.metrics.article_22c_safeguards.value.

Where this diverges from the EU

If you already evaluate against eu-ai-act.md, the differences worth knowing:

EUUK
Risk classification by system classProhibited / high-risk / limited-risk tiersNone. Obligations arrive through sector regulators
Solely automated significant decisionsProhibited under GDPR Art 22 absent an exceptionPermitted for ordinary personal data with Art 22C safeguards
Special category dataNarrow Art 22(4) exceptionsRestricted under Art 22B; needs an Art 9(2) condition plus safeguards
Fairness anchorUnion non-discrimination lawEquality Act 2010, nine protected characteristics
InstrumentOne horizontal regulationNon-statutory principles plus sectoral rules plus the DUAA amendments

UK financial services

These are sector requirements rather than cross-sectoral principles, so they live in the banking vertical rather than under international/uk/.

InstrumentGOPAL policyStatusWhat the rule checks
PRA SS1/23, model risk management (effective 17 May 2024)uk_ss1_23_model_riskโœ…All five SS1/23 principles; validation recency proportionate to risk tier (365 days high tier, 1095 otherwise); vendor models in scope
FCA Consumer Duty (PRIN 2A)uk_fca_consumer_dutyโœ…Three cross-cutting obligations, four retail outcomes, plain-language explainability for customer-facing AI, SM&CR named senior manager

Neither the FCA nor the PRA has introduced AI-specific rules. Both supervise AI through these existing frameworks, which is why the policies test the existing obligations rather than a separate AI regime.

Not yet covered

  • ๐Ÿ“‹ ICO statutory code of practice on AI and automated decision-making, required under the Data Protection Act 2018 (Code of Practice on Artificial Intelligence and Automated Decision-Making) Regulations 2026; final guidance expected during 2026
  • ๐Ÿ“‹ DSIT AI Growth Lab sandbox conditions, consultation closed January 2026 with no operative rules yet
  • ๐Ÿ“‹ Sector regulator AI strategies beyond financial services (Ofcom, CMA, MHRA)