in collaboration with
UK Finance

Generative AI for Financial Crime, Fraud, AML and Sanctions

AI is changing how financial crime teams detect, prioritise and investigate risk. Learn how to use it productively, responsibly and confidently.

Delivery
Online event
Dates
Date to be confirmed
Duration
One day
Level
Practitioner
Register for this programmeRequest organisational sponsorship
mailto:robert.moss@ukfinance.org.uk?subject=Enrolment%20enquiry%3A%20Generative%20AI%20for%20Financial%20Crime%2C%20Fraud%2C%20AML%20and%20Sanctions%20%28date%20to%20be%20confirmed%29&body=Dear%20Robert%2C%0A%0AI%20found%20this%20workshop%20on%20CFTE%27s%20website%20and%20would%20like%20to%20enrol.%0A%0AProgramme%3A%20Generative%20AI%20for%20Financial%20Crime%2C%20Fraud%2C%20AML%20and%20Sanctions%0APart%20of%3A%20UK%20Finance%20AI%20Academy%2C%20delivered%20in%20collaboration%20with%20CFTE%0ADate%3A%20To%20be%20confirmed%0AFormat%3A%20One%20day%2C%20online%20event%2C%2009%3A00%20to%2016%3A00%0ACFTE%20page%3A%20https%3A//www.cfte.education/programmes/gen-ai-financial-crime-fraud-aml-sanctions%0A%0ACould%20you%20please%20confirm%3A%0A1.%20How%20I%20enrol%20and%20secure%20a%20place%0A2.%20The%20fee%2C%20and%20whether%20my%20organisation%27s%20UK%20Finance%20membership%20applies%0A3.%20Joining%20details%20and%20anything%20I%20should%20prepare%20beforehand%0A4.%20Whether%20group%20places%20or%20in%20house%20delivery%20are%20available%0A%0AMy%20details%3A%0AName%3A%0AJob%20title%3A%0AOrganisation%3A%0AEmail%3A%0ATelephone%3A%0ANumber%20of%20places%3A%0A%0AThank%20you%2C%0A
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OverviewLearning outcomesUse casesAgendaParticipant outputsResponsible useWho should attendRegistrationFrequently asked questionsRegister
Overview

Overview

Every financial crime conclusion has to be explainable, auditable and defensible. Weak AI use creates unsupported conclusions, missed evidence and escalation that cannot be justified. Scepticism is a professional strength here.

You will see where AI organises, compares and drafts, and where an accountable investigator owns the conclusion.

Where the line sits

Every financial crime decision must survive being read back by someone who was not there. Where AI has contributed, the trail must show what it did and what a person checked.

Outcomes

Learning outcomes

On completion, participants will be able to apply the following to work they already perform.

Organise alert information and prepare case summaries

Assemble a coherent case picture from an alert pack, so the analyst starts from evidence.

Surface evidence gaps against defined criteria

Check against a defined standard and flag what is missing before the case progresses.

Draft investigation notes and narratives for review

Produce structured first drafts that an accountable investigator checks, corrects and owns.

Compare typology information with case facts

Test observed activity against known typologies and scam patterns, faster than manual comparison.

Prepare sharper escalation and review questions

Convert screening results and case material into clear questions for human review.

See the full agenda

Session by session, with timings.

Audience

Who should attend

Built for the roles below — if you don't see yours listed, get in touch and we can help you check fit.

  • AML teams
  • CDD and KYC specialists
  • Fraud prevention teams
  • Sanctions screening professionals
  • Transaction monitoring teams
  • Investigators and SAR teams
  • Financial crime analytics
  • Financial crime compliance

Also relevant for colleagues from risk, compliance, technology, data, transformation, audit, governance or business teams.

Register for the workshop

Confirm your place with the CFTE team.

Applications

Use cases and applications

Grounded in real world examples from financial services and regulated work, then translated into practical workflow exercises relevant to the role of each participant.

Alert prioritisation, transaction monitoring and customer risk review

Organise alert information and surface context gaps, so analyst preparation is more focused.

AI supports analyst preparation. It does not own the prioritisation decision.

Fraud and scam detection, typology intelligence and pattern review

Compare typologies and patterns, and prepare fraud or suspicious activity review materials.

Pattern surfacing is not a conclusion. The investigator owns the finding.

Sanctions screening, investigation summaries and reporting workflows

Summarise evidence and gaps, then prepare investigation notes and reporting materials for human review.

Sanctions judgement, suspicious activity reporting and formal conclusions remain human owned.

Regulatory expectations, explainability and defensibility

Keep workflows traceable and defensible in a context shaped by the FCA, the NCA and FATF standards.

Where the reasoning cannot be evidenced, the decision cannot be defended.
Agenda

Agenda

A structured, one-day session that moves from context to hands-on practice, closing with a one page action brief for your sponsor.

TimeSessionWhat happens
09:00 to 10:00The AI shift and your role in itWhat is changing with AI, and how financial crime professionals can contribute to AI readiness.
10:00 to 11:30How AI is transforming this functionUse case areas across alert prioritisation, fraud and scam intelligence, sanctions screening and case preparation.
11:30 to 11:45Break
11:45 to 12:30Risks, limits and responsibilitiesRisks, red lines, evidence requirements, human owned decisions and responsible use principles for financial crime work.
12:30 to 13:30Lunch
13:30 to 14:30AI in action: from work to capabilityHow AI supports familiar work by improving preparation, synthesis, drafting, review, challenge and communication.
14:30 to 15:30Workflow Application LabPeer groups work on a recurring case, alert or investigation workflow and explore how AI could improve it.
15:30 to 16:00AI Readiness Action BriefOne workflow, one AI opportunity, one productivity or quality benefit, one control question and one next conversation.

Facilitator and speaker details are to be confirmed.

Register for the workshop

Places are allocated by UK Finance member firm.

Outputs

Participant outputs

The programme converts into a one page output that can be presented to a manager or internal sponsor. The example below is illustrative.

AI Readiness Action BriefIllustrative example
Workflow to improvePreparing a first pass financial crime case summary from an alert pack.
Current pain pointAnalysts spend significant time gathering information, summarising case facts and identifying evidence gaps before review.
AI opportunityUse AI to organise case information, extract key facts and surface evidence gaps.
Productivity benefitFaster case preparation, more consistent evidence review and stronger first pass investigation notes.
Control questionHow is explainability, evidence traceability and human ownership of investigation conclusions ensured?
Next conversationDiscuss with the financial crime team lead a controlled test on anonymised case packs.

Function specific AI capability map

How AI capabilities apply to the tasks your function performs.

Risk and red line checklist

What AI can support, and what a human must own.

Workflow Application Lab notes

One recurring task or workflow that AI could improve.

AI Readiness Action Brief

A one page output to take to your sponsor.

Responsible use

What remains human owned

This programme does not claim that AI can own accountable decisions. The following remain the responsibility of accountable professionals at all times.

  • Suspicious activity reporting decisions
  • Sanctions judgement
  • Investigation conclusions
  • Escalation decisions
  • Regulatory interpretation
  • Formal sign off
Delivery partnership

About UK Finance

UK Finance owns the initiative. CFTE is the specialist learning and delivery partner.

UK Finance

UK Finance is the collective voice for the banking and finance industry in the UK. This programme forms part of the UK Finance AI Workshop Series, a UK Finance initiative delivered in collaboration with CFTE.

Visit ukfinance.org.uk →

Practical detail

Frequently asked questions

Who runs the workshops, UK Finance or CFTE?

UK Finance owns the initiative. CFTE is the specialist learning and delivery partner, and designs and facilitates the sessions.

Can we send people to more than one workshop?

Yes. The functional workshops are scoped to different functions and run on different dates, so institutions commonly send different people to each. The Related programmes section on this page lists the others in the series.

What do participants take away?

The Participant outputs section on this page lists what you leave with. The central output is a completed brief on your own work, written during the day rather than promised for afterwards, which is why participants are asked to bring a real process or decision to work on.

Can my employer fund my place?

Yes, and most participants attend with employer support. The Request sponsorship button opens a pre-written email you can send to your own manager. It carries a link back to this page so they can see the scope, the date and what you will bring back.

How do I register?

Use the Register for the workshop button on this page. It opens a pre-written email to UK Finance, who own the initiative and handle enrolment. If you would rather write your own, the contact is Robert Moss at UK Finance.

How is the workshop delivered?

One day, delivered live online, run as a facilitated working session rather than a lecture. The Agenda section on this page sets out the running order, including the points where participants work on their own material.

Do I need a technical background?

No. There is no coding and no model building. The day assumes you know your own function well and treats AI as a tool applied to work you already understand.

Who should attend?

The workshops are built for the people who do the work rather than the people who supervise it. Each day is scoped to a single function, so the room is made up of practitioners, team leads and managers from that function, together with the risk, compliance and technology colleagues who sit alongside them. The Who should attend section on this page lists the specific roles for this workshop.

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A UK Finance initiative delivered in collaboration with CFTE.
Register your placeRequest sponsorship from your organisationMore information on UK Finance
Registration is handled by UK Finance.

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