What does FCA: AI in financial services — good practice and areas for improvement say about AI in banking?

Published Oct 19, 2026 · Last reviewed Nov 2, 2026

On 19 October 2026 the FCA published illustrative good- and poor-practice examples — drawn from AI Live Testing, the Supercharged Sandbox and supervisory work — covering machine learning, generative AI and agentic AI. It creates no new rules: it maps existing requirements (Consumer Duty, SYSC governance, SM&CR, operational resilience, DISP) onto AI use, and says firms deploying more autonomous agentic systems should design governance — escalation routes, compliance controls, a central agent inventory — before deployment, not retrospectively.

OFFICIAL TEXT: fca.org.uk ↗ · IN FORCE · UK (BOE / PRA / FCA)

Checked 2026-11-02 · UK (BoE / PRA / FCA), fca.org.uk
DocumentFCA: AI in financial services — good practice and areas for improvement — AI in Financial Services: Good Practice and Areas for Improvement
Issued byBank of England, Prudential Regulation Authority, and Financial Conduct Authority
TypeGuidance
StatusIn force
PublishedOct 19, 2026
EffectiveOct 19, 2026
Applies toFCA-regulated firms that develop, deploy, procure or use AI, including agentic AI, in UK financial services
Official sourcefca.org.uk ↗
Use casesAI governance (general) · Generative & agentic AI · Third-party & vendor AI · Model risk management

What are the key points of FCA: AI in financial services — good practice and areas for improvement?

  • Defines agentic AI as AI that can take a sequence of actions towards a goal, and says it may need stronger controls because it can operate more independently than other AI.
  • Good practice: designing a governance structure — escalation routes, compliance controls — before deploying autonomous agents, and keeping a central inventory of agents recording ownership, data access and controls.
  • Poor practice: retrospective governance, informal approval processes, and tick-box human oversight that doesn't actually catch agent errors.
  • Maps AI use onto existing rules rather than creating new ones: PRIN, SYSC governance, Consumer Duty, SM&CR, DISP and the SYSC 15A operational-resilience rules.
  • Firms remain responsible for AI outcomes including AI bought from third parties/vendors.
  • Published alongside a speech by Jessica Rusu, the FCA's Chief Data, Information and Intelligence Officer, 'Building the future of finance in the age of AI'; both follow through on the Mills Review.

What did FCA: AI in financial services — good practice and areas for improvement change for banks?

The FCA's first guidance specifically naming agentic AI's governance demands — a central agent inventory and pre-deployment governance design — rather than leaving agents to generic AI expectations. It is illustrative, not a new rulebook: firms are still held to existing FCA requirements.

Does the FCA have AI-specific rules?

No. The October 19, 2026 good-practice publication maps existing FCA rules (Consumer Duty, SYSC, SM&CR, DISP, operational resilience) onto AI use rather than creating new ones.

What does the FCA expect before a firm deploys an autonomous AI agent?

Governance designed up front — escalation routes and compliance controls — plus a central inventory of agents recording ownership, data access and controls, rather than governance added after the agent is already live.

DateDocumentStatus
Oct 26, 20262026 BoE/FCA AI survey — The Bank of England and FCA's 2026 AI SurveyIn force
Sep 30, 2026Bailey: Frontier AI and the Question of Governance (Sep 2026) — Frontier AI and the Question of Governance — Governor Andrew BaileyFinal
Sep 2, 2026FCA multi-firm review: Frontier AI and cyber resilience (Sep 2026) — Frontier AI and Cyber ResilienceIn force
Jul 14, 2026HM Treasury Financial Services AI Adoption Plan (Jul 2026) — Financial Services AI Adoption PlanFinal
May 15, 2026BoE/FCA/HMT joint statement on frontier AI and cyber resilience (May 2026) — The Bank, FCA and HM Treasury joint statement on Frontier AI models and cyber resilienceIn force
Apr 1, 2026BoE response to Treasury Committee AI inquiry (Apr 2026) — Response to TSC inquiry report on AI in financial servicesFinal

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