Brief

Agentic AI in Retail Finance: Governance Decisions for Boards Now

The Mills Review is not a new AI rulebook. It gives retail-finance boards a practical prompt to define delegated authority, human intervention and outcome testing.

MC

Michaela Clarke

Operations & Compliance Coordinator

Week of 27 July 20267 min read
Human-operated brass control interrupting a network of autonomous decision paths before a financial action point

At a Glance

The FCA's Mills Review is not a new AI rulebook. It examines how more autonomous AI could reshape retail financial services and gives boards a practical prompt to define delegated authority, human intervention and outcome testing under the requirements that already apply.

Thesis-to-assurance map Source-backed facts are separated from MEMA analysis stages SOURCE Source signal 6 Jul 2026 MEMA Operating thesis State the argument MEMA Control implication Test the consequence MEMA Board assurance Evidence the decision Primary-source fact MEMA analysis or control stage
MEMA visual analysis. Source anchor: AI and the future of retail financial services: The Mills Review. The thesis and assurance stages are MEMA analysis and should be challenged against the cited source. On smaller screens, scroll the visual horizontally to see every stage.

The Mills Review, published in July 2026, identifies four major shifts and makes seven recommendations to the FCA Board, but these are not new rules. Instead, they signal the FCA's focus areas and provide an opportunity for firms to proactively align their AI governance with existing regulatory expectations, particularly those under the Consumer Duty. Firms should assess how agentic AI might alter operations, consumer journeys, competition, and fraud risks, preparing for a future where AI plays a more autonomous role in financial decision-making.

FCA research involving more than 5,000 consumers found that around one in five UK adults could be open to agentic AI making financial decisions within parameters they set. That finding does not predict adoption, but it makes consumer control, understanding and trust important design questions for firms considering more autonomous use cases.

Who This Matters To

This analysis primarily matters to retail financial services boards, risk and compliance leaders, and AI product owners within firms that either currently use or plan to implement artificial intelligence, particularly agentic AI, in consumer-facing financial decision-making processes. The Mills Review's scope covers how AI could change firm operations, consumer journeys, competition, market power, and fraud and cyber risk, making it relevant for any firm whose business model or customer interactions could be impacted by these shifts. This includes firms offering products such as savings, investments, lending, and insurance where AI might assist or delegate decisions.

The Mills Review makes recommendations for the FCA Board to consider; it does not create new firm obligations. Relevance therefore depends on the firm's actual AI use cases. A firm considering delegated financial decisions can map each use case to existing requirements, risk appetite and customer outcomes without suggesting that the review itself creates a new scope test.

What the Evidence Shows

Mills Review identifies key shifts and recommendations

The four shifts and seven recommendations are forward-looking evidence of issues the FCA Board has been asked to consider. MEMA's view is that firms can use them as scenario-planning inputs while keeping current obligations, management judgement and possible future regulatory action clearly separate.

Consumer openness to agentic AI

MEMA recommends that product teams distinguish the consumer mandate from the system's technical capability: what the customer authorised, what the system may execute, how the boundary is explained and what happens when an action is disputed or produces a poor outcome.

MEMA Perspective

MEMA recommends that boards initiate a comprehensive review of their firm's AI strategy, explicitly defining what constitutes 'agentic AI' within their operational context and establishing clear boundaries for its autonomy in financial decision-making. This involves a critical assessment of the firm's risk appetite concerning AI-driven delegation and how consumer parameters for AI decisions will be established, communicated, and monitored. Boards should seek assurance that the firm's ethical guidelines and regulatory obligations, particularly those related to consumer protection and market integrity, are embedded within the AI development and deployment lifecycle, ensuring alignment with the FCA's focus areas.

A key governance responsibility for boards is to ensure that robust accountability frameworks are in place for all AI-driven processes, especially those involving delegated decisions. Boards should demand evidence of continuous monitoring of consumer outcomes for fairness and transparency, and that the firm can demonstrate compliance with existing regulatory frameworks, even as AI capabilities evolve, reflecting the FCA's sustained interest in these areas.

MEMA helps firms apply regulatory developments through its ongoing FCA compliance support.

Further reading: the FCA's 2026 compliance priorities.

Governance Priorities

ActionOwnerStatusTimingEvidence
MEMA recommended action: classify each AI use case by the decision authority delegated to the system, the financial consequence and the point at which human review can still change the outcome. AI Governance Committee MEMA recommended action MEMA planning point: before a pilot moves into a live customer journey KEY FINDINGS AND RECOMMENDATIONS - AI and the future of retail financial services: The
MEMA recommended action: define testable consumer-outcome, fraud, cyber and model-behaviour indicators for higher-autonomy use cases, with thresholds for intervention and suspension. Consumer Outcomes and Technology Risk Leads MEMA recommended action MEMA planning point: during control design and before release approval CONSUMER RESEARCH AND REVIEW FINDINGS - AI and the future of retail financial services:
MEMA recommended action: run a documented failure simulation covering erroneous delegated action, weak customer understanding and loss of effective human override. Operational Resilience Lead MEMA recommended action MEMA planning point: before material decision authority is delegated KEY FINDINGS AND RECOMMENDATIONS - AI and the future of retail financial services: The

Questions Leaders Should Resolve

MEMA's view is that the assistance-versus-delegation classification should drive proportionate governance. Evidence could include an AI inventory, the approved mandate, affected customer groups, outcome measures, intervention points and the person accountable for restricting or stopping the use case. The inventory should also identify the data and external services on which the decision depends, the financial consequence of an error and the forum that approves a material expansion of the mandate.

MEMA recommends defining the role of human intervention for each delegated use case rather than assuming one universal 'human in the loop' model. The record should state when a person can review or reverse an action, how anomalies escalate, how the system is stopped and how the firm tests the effect on consumer outcomes. Scenario tests should cover an action outside the customer's mandate, a misleading explanation, a fraud attempt and a failed override, with exceptions assigned and retested before approval. Retain the test inputs, observed outcome, challenge and release decision so assurance can reproduce the conclusion.

Source Evidence

SourceDocument typePublishedWhy it matters
AI and the future of retail financial services: The Mills Review FCA corporate review (Key findings and recommendations) 6 July 2026 Sets out the review's four major shifts and seven recommendations to the FCA Board, while remaining a review rather than a new rulebook.
FCA publishes landmark review into impact of AI on retail financial services FCA press release (Consumer research and review findings) 6 July 2026 Provides the FCA's published consumer-research context for likely adoption of agentic AI.

Disclaimer

This article is for general information only and does not constitute legal or regulatory advice. Firms should assess the application of regulatory requirements by reference to their permissions, products, customers and operating model.

How MEMA Can Help

MEMA can help firms translate regulatory change into practical controls, policies, monitoring activity and board evidence. Book a free scoping call to discuss what this development means for your firm.

Frequently asked questions

Does the Mills Review create new AI rules for firms?

No. AI and the future of retail financial services: The Mills Review is a forward-looking review that makes recommendations for the FCA Board to consider; it is not a Policy Statement or new Handbook instrument. Firms should continue to identify the existing requirements that apply to each use case and label any preparatory governance work as a risk-based decision rather than a new FCA obligation.

How does delegated AI action differ from AI assistance?

Delegated AI action differs from assistance because the review considers a future in which systems may recommend, initiate and execute decisions within agreed parameters. MEMA's view is that this changes the control question from whether a recommendation is accurate to who set the mandate, how customers retain meaningful control, how exceptions are detected and whether a human can intervene before or after financial consequences arise.

What should a board ask before approving an agentic-AI pilot?

MEMA recommends asking which decisions are delegated, which customers and products are affected, what evidence supports the expected benefit, how poor outcomes and fraud are detected, and what stops the system. The board record should distinguish the findings and recommendations in AI and the future of retail financial services: The Mills Review from management's own risk appetite and the existing obligations mapped to the use case.

Need expert regulatory guidance?

Our ex-regulator team helps firms navigate complex requirements and evidence compliance with confidence.

Book a Free Scoping Call