Build & Deploy

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Back to AI for AML

Drafting EDD summaries, extracting information from KYC documents and summarising adverse media findings takes time that analysts could spend assessing cases. We build and deploy AI systems and tools for tasks like these, adapting them to your working methods, systems and templates.

How we build it

With your AML and IT teams, we define what the solution needs to do, which information it should use and how the results should be presented. Depending on the task, we build from the ground up or adapt existing technology, with source references and review controls that help analysts check and challenge the output.

Together with your AML and IT teams
1  DefineWhat the solution should do, which information it uses and how results are presented
2  Build or adaptFrom the ground up or on existing technology, with source references and review controls
3  TestOn representative AML cases, for overall quality and the mistakes that matter
4  Hand overDocumentation and training for day-to-day use

An example: the EDD summary

Instead of an analyst manually reviewing several KYC documents, transaction findings and adverse media results and then writing an EDD summary from scratch, the solution can bring the relevant information together and prepare a structured draft in the organization’s existing template. Important statements can be linked back to the underlying source material so the analyst can verify the information, make changes and complete the assessment.

KYC documents
Transaction findings
Adverse media results
Structured draftIn your existing template, with important statements linked to the source material
AnalystVerifies the information, makes changes and completes the assessment
Instead of reviewing each source manually and writing the summary from scratch

Shaped by the task and the team

The exact solution depends on the task. In some cases, this may mean a focused tool that extracts and structures information from documents. In others, it may involve connecting several internal and external data sources, applying business rules, using AI to interpret or summarise the information, and presenting the result directly in an existing case management workflow.

We design the solution around how analysts actually work. This includes deciding what should be automated, what should remain under human review, what evidence should be displayed alongside the output and how uncertainty or missing information should be handled. Where relevant, we also build mechanisms for logging, testing and monitoring the system so that changes in performance can be identified over time.

Before deployment, we test the solution on representative AML cases and assess both overall quality and the specific types of mistakes that could affect an investigation or assessment. The handover includes documentation and training so your team can use, review and manage the solution in day-to-day work.

What you get

Working AI solution
Workflow & system integration
Tested & traceable outputs
Documentation & controls
Training & handover

Let’s up your AI